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Action_Asin
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[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair dryer\"}],\n\"cart_items\": [{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DR5B3C7X\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\"},\n{\"price\": \"$56.98\"},\n{\"bullet_list\": \"\\u3010Ultra-Fast Drying \\u2013 5\\u00d7 Faster, 80% More Efficient\\u3011: Coolpub High-Speed Hair Dryer features the latest HPD brushless motor, operating at an astounding 180,000 RPM\\u2014delivering 5\\u00d7 faster drying than conventional dryers. Designed to cut your drying time significantly, the blow dryer utilizes a powerful 36m/s airflow, ensuring: Short hair dries in just 1 minute, Medium-length hair dries in 2 minutes, Long hair is fully dry in just 4 minutes. Whether you\\u2019re rushing out in the morning or winding down after a long day, Our hair dryers for women ensures quick, efficient, and effortless styling, so you can focus on looking your best. \\u3010Ionic Hair Care \\u2013 Say Goodbye to Frizz & Static\\u3011: Harnessing the power of 500 million negative ions, Our ionic hair dryer nourishes, repairs, and shields your hair from damage: Eliminates frizz & static, leaving your hair soft and sleek, Reduces tangles & breakage, making brushing and styling easier, Locks in moisture, forming a protective layer that keeps your hair healthy, hydrated, and radiant.Our secadora de pelo para mujer Unlike traditional dryers that strip hair of its natural moisture, Coolpub hairdryer ionic technology helps retain hydration, making your hair more manageable and shinier after every use. \\u3010Smart Temperature Control with LED\\u3011Precise Heat secador de pelo profesionalfor Ultimate Hair Protection, Equipped with an innovative LED ring, this hair blow dryer allows you to easily select your preferred heat setting: Red Light \\u2013 Hot Air: Ideal for fast drying and styling, Orange Light \\u2013 Warm Air: Perfect for gentle drying to protect delicate hair, Blue Light \\u2013 Cool Air: Sets your style and reduces heat exposure.small hair dryer customize your drying experience with 4 temperature modes (cool/warm/hot/cold and Hot circulation), 2 speed settings. Built-in NTC intelligent temperature control sensor monitors and adjusts heat 120 times avoid overheating damage to hair and protect your hair \\u3010Lightweight Quiet and Safe for Home, Travel, Salon\\u3011: Our travel hair dryer designed for comfort and convenience : Weighs only 0.80 lb \\u2013 Lighter than a cup of coffee. 8-layer noise reduction technology \\u2013 Operates under 30 dB, ensuring a quiet and relaxing drying experience, UL-certified ALCI safety plug \\u2013 Enhanced protection for safe and reliable use our blow dryers for women. 360\\u00b0Magnetic concentrator nozzle \\u2013 Delivers focused airflow for precise styling.travel blow dryer built-in the tight filter mesh prevents hair from being drawn in. Whether you\\u2019re styling sleek straight hair or defining curls, the mini hair dryer professional delivers powerful yet gentle performance\\u2014anytime, anywhere. \\u3010Please Note\\u3011: What\\u2019s Included 1\\u00d7 Hair Dryer | 1\\u00d7 US ALCI Safety Plug | 1\\u00d7 Magnetic Nozzle | 1\\u00d7 Premium Gift Box | 1\\u00d7 Instruction Manual | Lifetime Customer Support for worry-free use. Before using this appliance, carefully read and follow the instructions in the user manual! WARNING: To reduce the risk of electric shock, do not place or store the appliance where it could fall or be pulled into a bathtub, sink, or any other water source. Keep it away from water and other liquids at all times. Never immerse or drop the appliance into water or any other liquid. If the appliance falls into water, unplug it immediately\\u2014do not reach into the water!\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Pink\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle\", \"asin\": \"B0C39T2VG5\", \"price\": \"$70.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray\", \"asin\": \"B0D672M7WW\", \"price\": \"$81.65\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Slopehill Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel\", \"asin\": \"B086SR1KML\", \"price\": \"$28.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - Black\", \"asin\": \"B0DRG48M24\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"B0DLVXXVPH\", \"price\": \"$59.49\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D9YMT9L2\", \"price\": \"$79.99\"},\n{\"title\": \"High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink\", \"asin\": \"B0D9657FZ3\", \"price\": \"$50.37\"},\n{\"title\": \"Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds\", \"asin\": \"B0DP2K1B96\", \"price\": \"$79.99\"},\n{\"title\": \"High Speed Hair Dryer, warmmama Ionic Blow Dryer 110000RPM 1500W Brushless Motor Fast Drying Thermo-Control Lightweight, Travel Hair Dryer for Women with Diffuser and Nozzle\", \"asin\": \"B0DQPN3B9F\", \"price\": \"$59.99\"},\n{\"title\": \"OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home\", \"asin\": \"B0DSH9BQ7X\", \"price\": \"$49.79\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:51:49.357Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-29T23:51:49.357Z
|
click
|
other
|
rule
|
train
| 3,000
|
2025-03-29T23:51:49.357Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "hair dryer"}],
"cart_items": [{"title": "License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)", "asin": "B01BB6YL60", "price": "$9.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.85", "quantity": "1"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.99"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.79"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DR5B3C7X"},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)"},
{"price": "$56.98"},
{"bullet_list": "\u3010Ultra-Fast Drying \u2013 5\u00d7 Faster, 80% More Efficient\u3011: Coolpub High-Speed Hair Dryer features the latest HPD brushless motor, operating at an astounding 180,000 RPM\u2014delivering 5\u00d7 faster drying than conventional dryers. Designed to cut your drying time significantly, the blow dryer utilizes a powerful 36m/s airflow, ensuring: Short hair dries in just 1 minute, Medium-length hair dries in 2 minutes, Long hair is fully dry in just 4 minutes. Whether you\u2019re rushing out in the morning or winding down after a long day, Our hair dryers for women ensures quick, efficient, and effortless styling, so you can focus on looking your best. \u3010Ionic Hair Care \u2013 Say Goodbye to Frizz & Static\u3011: Harnessing the power of 500 million negative ions, Our ionic hair dryer nourishes, repairs, and shields your hair from damage: Eliminates frizz & static, leaving your hair soft and sleek, Reduces tangles & breakage, making brushing and styling easier, Locks in moisture, forming a protective layer that keeps your hair healthy, hydrated, and radiant.Our secadora de pelo para mujer Unlike traditional dryers that strip hair of its natural moisture, Coolpub hairdryer ionic technology helps retain hydration, making your hair more manageable and shinier after every use. \u3010Smart Temperature Control with LED\u3011Precise Heat secador de pelo profesionalfor Ultimate Hair Protection, Equipped with an innovative LED ring, this hair blow dryer allows you to easily select your preferred heat setting: Red Light \u2013 Hot Air: Ideal for fast drying and styling, Orange Light \u2013 Warm Air: Perfect for gentle drying to protect delicate hair, Blue Light \u2013 Cool Air: Sets your style and reduces heat exposure.small hair dryer customize your drying experience with 4 temperature modes (cool/warm/hot/cold and Hot circulation), 2 speed settings. Built-in NTC intelligent temperature control sensor monitors and adjusts heat 120 times avoid overheating damage to hair and protect your hair \u3010Lightweight Quiet and Safe for Home, Travel, Salon\u3011: Our travel hair dryer designed for comfort and convenience : Weighs only 0.80 lb \u2013 Lighter than a cup of coffee. 8-layer noise reduction technology \u2013 Operates under 30 dB, ensuring a quiet and relaxing drying experience, UL-certified ALCI safety plug \u2013 Enhanced protection for safe and reliable use our blow dryers for women. 360\u00b0Magnetic concentrator nozzle \u2013 Delivers focused airflow for precise styling.travel blow dryer built-in the tight filter mesh prevents hair from being drawn in. Whether you\u2019re styling sleek straight hair or defining curls, the mini hair dryer professional delivers powerful yet gentle performance\u2014anytime, anywhere. \u3010Please Note\u3011: What\u2019s Included 1\u00d7 Hair Dryer | 1\u00d7 US ALCI Safety Plug | 1\u00d7 Magnetic Nozzle | 1\u00d7 Premium Gift Box | 1\u00d7 Instruction Manual | Lifetime Customer Support for worry-free use. Before using this appliance, carefully read and follow the instructions in the user manual! WARNING: To reduce the risk of electric shock, do not place or store the appliance where it could fall or be pulled into a bathtub, sink, or any other water source. Keep it away from water and other liquids at all times. Never immerse or drop the appliance into water or any other liquid. If the appliance falls into water, unplug it immediately\u2014do not reach into the water!"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Pink"}],
"promotion_items": [{"title": "Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel", "asin": "B0DDWR4VWK", "price": "$69.29", "quantity": ""},
{"title": "Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle", "asin": "B0C39T2VG5", "price": "$70.98", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray", "asin": "B0D672M7WW", "price": "$81.65", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$69.99", "quantity": ""},
{"title": "Slopehill Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel", "asin": "B086SR1KML", "price": "$28.49", "quantity": ""},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - Black", "asin": "B0DRG48M24", "price": "$67.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)", "asin": "B0DLVXXVPH", "price": "$59.49", "quantity": ""}],
"comparison_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$56.98"},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D9YMT9L2", "price": "$79.99"},
{"title": "High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink", "asin": "B0D9657FZ3", "price": "$50.37"},
{"title": "Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds", "asin": "B0DP2K1B96", "price": "$79.99"},
{"title": "High Speed Hair Dryer, warmmama Ionic Blow Dryer 110000RPM 1500W Brushless Motor Fast Drying Thermo-Control Lightweight, Travel Hair Dryer for Women with Diffuser and Nozzle", "asin": "B0DQPN3B9F", "price": "$59.99"},
{"title": "OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home", "asin": "B0DSH9BQ7X", "price": "$49.79"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-29T23:51:49.357Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-29T23:51:49.357Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-29T23:51:49.357Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 3000,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair dryer\"}],\n\"cart_items\": [{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DR5B3C7X\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\"},\n{\"price\": \"$56.98\"},\n{\"bullet_list\": \"\\u3010Ultra-Fast Drying \\u2013 5\\u00d7 Faster, 80% More Efficient\\u3011: Coolpub High-Speed Hair Dryer features the latest HPD brushless motor, operating at an astounding 180,000 RPM\\u2014delivering 5\\u00d7 faster drying than conventional dryers. Designed to cut your drying time significantly, the blow dryer utilizes a powerful 36m/s airflow, ensuring: Short hair dries in just 1 minute, Medium-length hair dries in 2 minutes, Long hair is fully dry in just 4 minutes. Whether you\\u2019re rushing out in the morning or winding down after a long day, Our hair dryers for women ensures quick, efficient, and effortless styling, so you can focus on looking your best. \\u3010Ionic Hair Care \\u2013 Say Goodbye to Frizz & Static\\u3011: Harnessing the power of 500 million negative ions, Our ionic hair dryer nourishes, repairs, and shields your hair from damage: Eliminates frizz & static, leaving your hair soft and sleek, Reduces tangles & breakage, making brushing and styling easier, Locks in moisture, forming a protective layer that keeps your hair healthy, hydrated, and radiant.Our secadora de pelo para mujer Unlike traditional dryers that strip hair of its natural moisture, Coolpub hairdryer ionic technology helps retain hydration, making your hair more manageable and shinier after every use. \\u3010Smart Temperature Control with LED\\u3011Precise Heat secador de pelo profesionalfor Ultimate Hair Protection, Equipped with an innovative LED ring, this hair blow dryer allows you to easily select your preferred heat setting: Red Light \\u2013 Hot Air: Ideal for fast drying and styling, Orange Light \\u2013 Warm Air: Perfect for gentle drying to protect delicate hair, Blue Light \\u2013 Cool Air: Sets your style and reduces heat exposure.small hair dryer customize your drying experience with 4 temperature modes (cool/warm/hot/cold and Hot circulation), 2 speed settings. Built-in NTC intelligent temperature control sensor monitors and adjusts heat 120 times avoid overheating damage to hair and protect your hair \\u3010Lightweight Quiet and Safe for Home, Travel, Salon\\u3011: Our travel hair dryer designed for comfort and convenience : Weighs only 0.80 lb \\u2013 Lighter than a cup of coffee. 8-layer noise reduction technology \\u2013 Operates under 30 dB, ensuring a quiet and relaxing drying experience, UL-certified ALCI safety plug \\u2013 Enhanced protection for safe and reliable use our blow dryers for women. 360\\u00b0Magnetic concentrator nozzle \\u2013 Delivers focused airflow for precise styling.travel blow dryer built-in the tight filter mesh prevents hair from being drawn in. Whether you\\u2019re styling sleek straight hair or defining curls, the mini hair dryer professional delivers powerful yet gentle performance\\u2014anytime, anywhere. \\u3010Please Note\\u3011: What\\u2019s Included 1\\u00d7 Hair Dryer | 1\\u00d7 US ALCI Safety Plug | 1\\u00d7 Magnetic Nozzle | 1\\u00d7 Premium Gift Box | 1\\u00d7 Instruction Manual | Lifetime Customer Support for worry-free use. Before using this appliance, carefully read and follow the instructions in the user manual! WARNING: To reduce the risk of electric shock, do not place or store the appliance where it could fall or be pulled into a bathtub, sink, or any other water source. Keep it away from water and other liquids at all times. Never immerse or drop the appliance into water or any other liquid. If the appliance falls into water, unplug it immediately\\u2014do not reach into the water!\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Pink\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle\", \"asin\": \"B0C39T2VG5\", \"price\": \"$70.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray\", \"asin\": \"B0D672M7WW\", \"price\": \"$81.65\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Slopehill Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel\", \"asin\": \"B086SR1KML\", \"price\": \"$28.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - Black\", \"asin\": \"B0DRG48M24\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"B0DLVXXVPH\", \"price\": \"$59.49\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D9YMT9L2\", \"price\": \"$79.99\"},\n{\"title\": \"High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink\", \"asin\": \"B0D9657FZ3\", \"price\": \"$50.37\"},\n{\"title\": \"Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds\", \"asin\": \"B0DP2K1B96\", \"price\": \"$79.99\"},\n{\"title\": \"High Speed Hair Dryer, warmmama Ionic Blow Dryer 110000RPM 1500W Brushless Motor Fast Drying Thermo-Control Lightweight, Travel Hair Dryer for Women with Diffuser and Nozzle\", \"asin\": \"B0DQPN3B9F\", \"price\": \"$59.99\"},\n{\"title\": \"OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home\", \"asin\": \"B0DSH9BQ7X\", \"price\": \"$49.79\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:51:49.357Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair dryer\"}],\n\"cart_items\": [{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DR5B3C7X\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\"},\n{\"price\": \"$56.98\"},\n{\"bullet_list\": \"\\u3010Ultra-Fast Drying \\u2013 5\\u00d7 Faster, 80% More Efficient\\u3011: Coolpub High-Speed Hair Dryer features the latest HPD brushless motor, operating at an astounding 180,000 RPM\\u2014delivering 5\\u00d7 faster drying than conventional dryers. Designed to cut your drying time significantly, the blow dryer utilizes a powerful 36m/s airflow, ensuring: Short hair dries in just 1 minute, Medium-length hair dries in 2 minutes, Long hair is fully dry in just 4 minutes. Whether you\\u2019re rushing out in the morning or winding down after a long day, Our hair dryers for women ensures quick, efficient, and effortless styling, so you can focus on looking your best. \\u3010Ionic Hair Care \\u2013 Say Goodbye to Frizz & Static\\u3011: Harnessing the power of 500 million negative ions, Our ionic hair dryer nourishes, repairs, and shields your hair from damage: Eliminates frizz & static, leaving your hair soft and sleek, Reduces tangles & breakage, making brushing and styling easier, Locks in moisture, forming a protective layer that keeps your hair healthy, hydrated, and radiant.Our secadora de pelo para mujer Unlike traditional dryers that strip hair of its natural moisture, Coolpub hairdryer ionic technology helps retain hydration, making your hair more manageable and shinier after every use. \\u3010Smart Temperature Control with LED\\u3011Precise Heat secador de pelo profesionalfor Ultimate Hair Protection, Equipped with an innovative LED ring, this hair blow dryer allows you to easily select your preferred heat setting: Red Light \\u2013 Hot Air: Ideal for fast drying and styling, Orange Light \\u2013 Warm Air: Perfect for gentle drying to protect delicate hair, Blue Light \\u2013 Cool Air: Sets your style and reduces heat exposure.small hair dryer customize your drying experience with 4 temperature modes (cool/warm/hot/cold and Hot circulation), 2 speed settings. Built-in NTC intelligent temperature control sensor monitors and adjusts heat 120 times avoid overheating damage to hair and protect your hair \\u3010Lightweight Quiet and Safe for Home, Travel, Salon\\u3011: Our travel hair dryer designed for comfort and convenience : Weighs only 0.80 lb \\u2013 Lighter than a cup of coffee. 8-layer noise reduction technology \\u2013 Operates under 30 dB, ensuring a quiet and relaxing drying experience, UL-certified ALCI safety plug \\u2013 Enhanced protection for safe and reliable use our blow dryers for women. 360\\u00b0Magnetic concentrator nozzle \\u2013 Delivers focused airflow for precise styling.travel blow dryer built-in the tight filter mesh prevents hair from being drawn in. Whether you\\u2019re styling sleek straight hair or defining curls, the mini hair dryer professional delivers powerful yet gentle performance\\u2014anytime, anywhere. \\u3010Please Note\\u3011: What\\u2019s Included 1\\u00d7 Hair Dryer | 1\\u00d7 US ALCI Safety Plug | 1\\u00d7 Magnetic Nozzle | 1\\u00d7 Premium Gift Box | 1\\u00d7 Instruction Manual | Lifetime Customer Support for worry-free use. Before using this appliance, carefully read and follow the instructions in the user manual! WARNING: To reduce the risk of electric shock, do not place or store the appliance where it could fall or be pulled into a bathtub, sink, or any other water source. Keep it away from water and other liquids at all times. Never immerse or drop the appliance into water or any other liquid. If the appliance falls into water, unplug it immediately\\u2014do not reach into the water!\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle\", \"asin\": \"B0C39T2VG5\", \"price\": \"$70.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray\", \"asin\": \"B0D672M7WW\", \"price\": \"$81.65\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Slopehill Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel\", \"asin\": \"B086SR1KML\", \"price\": \"$28.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - Black\", \"asin\": \"B0DRG48M24\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"B0DLVXXVPH\", \"price\": \"$59.49\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D9YMT9L2\", \"price\": \"$79.99\"},\n{\"title\": \"High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink\", \"asin\": \"B0D9657FZ3\", \"price\": \"$50.37\"},\n{\"title\": \"Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds\", \"asin\": \"B0DP2K1B96\", \"price\": \"$79.99\"},\n{\"title\": \"High Speed Hair Dryer, warmmama Ionic Blow Dryer 110000RPM 1500W Brushless Motor Fast Drying Thermo-Control Lightweight, Travel Hair Dryer for Women with Diffuser and Nozzle\", \"asin\": \"B0DQPN3B9F\", \"price\": \"$59.99\"},\n{\"title\": \"OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home\", \"asin\": \"B0DSH9BQ7X\", \"price\": \"$49.79\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:51:54.062Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-29T23:51:54.062Z
|
click
|
product_option
|
rule
|
train
| 3,001
|
2025-03-29T23:51:54.062Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "hair dryer"}],
"cart_items": [{"title": "License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)", "asin": "B01BB6YL60", "price": "$9.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.85", "quantity": "1"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.99"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.79"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DR5B3C7X"},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)"},
{"price": "$56.98"},
{"bullet_list": "\u3010Ultra-Fast Drying \u2013 5\u00d7 Faster, 80% More Efficient\u3011: Coolpub High-Speed Hair Dryer features the latest HPD brushless motor, operating at an astounding 180,000 RPM\u2014delivering 5\u00d7 faster drying than conventional dryers. Designed to cut your drying time significantly, the blow dryer utilizes a powerful 36m/s airflow, ensuring: Short hair dries in just 1 minute, Medium-length hair dries in 2 minutes, Long hair is fully dry in just 4 minutes. Whether you\u2019re rushing out in the morning or winding down after a long day, Our hair dryers for women ensures quick, efficient, and effortless styling, so you can focus on looking your best. \u3010Ionic Hair Care \u2013 Say Goodbye to Frizz & Static\u3011: Harnessing the power of 500 million negative ions, Our ionic hair dryer nourishes, repairs, and shields your hair from damage: Eliminates frizz & static, leaving your hair soft and sleek, Reduces tangles & breakage, making brushing and styling easier, Locks in moisture, forming a protective layer that keeps your hair healthy, hydrated, and radiant.Our secadora de pelo para mujer Unlike traditional dryers that strip hair of its natural moisture, Coolpub hairdryer ionic technology helps retain hydration, making your hair more manageable and shinier after every use. \u3010Smart Temperature Control with LED\u3011Precise Heat secador de pelo profesionalfor Ultimate Hair Protection, Equipped with an innovative LED ring, this hair blow dryer allows you to easily select your preferred heat setting: Red Light \u2013 Hot Air: Ideal for fast drying and styling, Orange Light \u2013 Warm Air: Perfect for gentle drying to protect delicate hair, Blue Light \u2013 Cool Air: Sets your style and reduces heat exposure.small hair dryer customize your drying experience with 4 temperature modes (cool/warm/hot/cold and Hot circulation), 2 speed settings. Built-in NTC intelligent temperature control sensor monitors and adjusts heat 120 times avoid overheating damage to hair and protect your hair \u3010Lightweight Quiet and Safe for Home, Travel, Salon\u3011: Our travel hair dryer designed for comfort and convenience : Weighs only 0.80 lb \u2013 Lighter than a cup of coffee. 8-layer noise reduction technology \u2013 Operates under 30 dB, ensuring a quiet and relaxing drying experience, UL-certified ALCI safety plug \u2013 Enhanced protection for safe and reliable use our blow dryers for women. 360\u00b0Magnetic concentrator nozzle \u2013 Delivers focused airflow for precise styling.travel blow dryer built-in the tight filter mesh prevents hair from being drawn in. Whether you\u2019re styling sleek straight hair or defining curls, the mini hair dryer professional delivers powerful yet gentle performance\u2014anytime, anywhere. \u3010Please Note\u3011: What\u2019s Included 1\u00d7 Hair Dryer | 1\u00d7 US ALCI Safety Plug | 1\u00d7 Magnetic Nozzle | 1\u00d7 Premium Gift Box | 1\u00d7 Instruction Manual | Lifetime Customer Support for worry-free use. Before using this appliance, carefully read and follow the instructions in the user manual! WARNING: To reduce the risk of electric shock, do not place or store the appliance where it could fall or be pulled into a bathtub, sink, or any other water source. Keep it away from water and other liquids at all times. Never immerse or drop the appliance into water or any other liquid. If the appliance falls into water, unplug it immediately\u2014do not reach into the water!"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White"}],
"promotion_items": [{"title": "Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel", "asin": "B0DDWR4VWK", "price": "$69.29", "quantity": ""},
{"title": "Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle", "asin": "B0C39T2VG5", "price": "$70.98", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray", "asin": "B0D672M7WW", "price": "$81.65", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$69.99", "quantity": ""},
{"title": "Slopehill Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel", "asin": "B086SR1KML", "price": "$28.49", "quantity": ""},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - Black", "asin": "B0DRG48M24", "price": "$67.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)", "asin": "B0DLVXXVPH", "price": "$59.49", "quantity": ""}],
"comparison_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$56.98"},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D9YMT9L2", "price": "$79.99"},
{"title": "High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink", "asin": "B0D9657FZ3", "price": "$50.37"},
{"title": "Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds", "asin": "B0DP2K1B96", "price": "$79.99"},
{"title": "High Speed Hair Dryer, warmmama Ionic Blow Dryer 110000RPM 1500W Brushless Motor Fast Drying Thermo-Control Lightweight, Travel Hair Dryer for Women with Diffuser and Nozzle", "asin": "B0DQPN3B9F", "price": "$59.99"},
{"title": "OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home", "asin": "B0DSH9BQ7X", "price": "$49.79"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-29T23:51:54.062Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-29T23:51:54.062Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-29T23:51:54.062Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 3001,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair dryer\"}],\n\"cart_items\": [{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DR5B3C7X\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\"},\n{\"price\": \"$56.98\"},\n{\"bullet_list\": \"\\u3010Ultra-Fast Drying \\u2013 5\\u00d7 Faster, 80% More Efficient\\u3011: Coolpub High-Speed Hair Dryer features the latest HPD brushless motor, operating at an astounding 180,000 RPM\\u2014delivering 5\\u00d7 faster drying than conventional dryers. Designed to cut your drying time significantly, the blow dryer utilizes a powerful 36m/s airflow, ensuring: Short hair dries in just 1 minute, Medium-length hair dries in 2 minutes, Long hair is fully dry in just 4 minutes. Whether you\\u2019re rushing out in the morning or winding down after a long day, Our hair dryers for women ensures quick, efficient, and effortless styling, so you can focus on looking your best. \\u3010Ionic Hair Care \\u2013 Say Goodbye to Frizz & Static\\u3011: Harnessing the power of 500 million negative ions, Our ionic hair dryer nourishes, repairs, and shields your hair from damage: Eliminates frizz & static, leaving your hair soft and sleek, Reduces tangles & breakage, making brushing and styling easier, Locks in moisture, forming a protective layer that keeps your hair healthy, hydrated, and radiant.Our secadora de pelo para mujer Unlike traditional dryers that strip hair of its natural moisture, Coolpub hairdryer ionic technology helps retain hydration, making your hair more manageable and shinier after every use. \\u3010Smart Temperature Control with LED\\u3011Precise Heat secador de pelo profesionalfor Ultimate Hair Protection, Equipped with an innovative LED ring, this hair blow dryer allows you to easily select your preferred heat setting: Red Light \\u2013 Hot Air: Ideal for fast drying and styling, Orange Light \\u2013 Warm Air: Perfect for gentle drying to protect delicate hair, Blue Light \\u2013 Cool Air: Sets your style and reduces heat exposure.small hair dryer customize your drying experience with 4 temperature modes (cool/warm/hot/cold and Hot circulation), 2 speed settings. Built-in NTC intelligent temperature control sensor monitors and adjusts heat 120 times avoid overheating damage to hair and protect your hair \\u3010Lightweight Quiet and Safe for Home, Travel, Salon\\u3011: Our travel hair dryer designed for comfort and convenience : Weighs only 0.80 lb \\u2013 Lighter than a cup of coffee. 8-layer noise reduction technology \\u2013 Operates under 30 dB, ensuring a quiet and relaxing drying experience, UL-certified ALCI safety plug \\u2013 Enhanced protection for safe and reliable use our blow dryers for women. 360\\u00b0Magnetic concentrator nozzle \\u2013 Delivers focused airflow for precise styling.travel blow dryer built-in the tight filter mesh prevents hair from being drawn in. Whether you\\u2019re styling sleek straight hair or defining curls, the mini hair dryer professional delivers powerful yet gentle performance\\u2014anytime, anywhere. \\u3010Please Note\\u3011: What\\u2019s Included 1\\u00d7 Hair Dryer | 1\\u00d7 US ALCI Safety Plug | 1\\u00d7 Magnetic Nozzle | 1\\u00d7 Premium Gift Box | 1\\u00d7 Instruction Manual | Lifetime Customer Support for worry-free use. Before using this appliance, carefully read and follow the instructions in the user manual! WARNING: To reduce the risk of electric shock, do not place or store the appliance where it could fall or be pulled into a bathtub, sink, or any other water source. Keep it away from water and other liquids at all times. Never immerse or drop the appliance into water or any other liquid. If the appliance falls into water, unplug it immediately\\u2014do not reach into the water!\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle\", \"asin\": \"B0C39T2VG5\", \"price\": \"$70.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray\", \"asin\": \"B0D672M7WW\", \"price\": \"$81.65\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Slopehill Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel\", \"asin\": \"B086SR1KML\", \"price\": \"$28.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - Black\", \"asin\": \"B0DRG48M24\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"B0DLVXXVPH\", \"price\": \"$59.49\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D9YMT9L2\", \"price\": \"$79.99\"},\n{\"title\": \"High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink\", \"asin\": \"B0D9657FZ3\", \"price\": \"$50.37\"},\n{\"title\": \"Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds\", \"asin\": \"B0DP2K1B96\", \"price\": \"$79.99\"},\n{\"title\": \"High Speed Hair Dryer, warmmama Ionic Blow Dryer 110000RPM 1500W Brushless Motor Fast Drying Thermo-Control Lightweight, Travel Hair Dryer for Women with Diffuser and Nozzle\", \"asin\": \"B0DQPN3B9F\", \"price\": \"$59.99\"},\n{\"title\": \"OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home\", \"asin\": \"B0DSH9BQ7X\", \"price\": \"$49.79\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:51:54.062Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair dryer\"}],\n\"cart_items\": [{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DR5B8SSV\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\"},\n{\"price\": \"$56.98\"},\n{\"bullet_list\": \"\\u3010Ultra-Fast Drying \\u2013 5\\u00d7 Faster, 80% More Efficient\\u3011: Coolpub High-Speed Hair Dryer features the latest HPD brushless motor, operating at an astounding 180,000 RPM\\u2014delivering 5\\u00d7 faster drying than conventional dryers. Designed to cut your drying time significantly, the blow dryer utilizes a powerful 36m/s airflow, ensuring: Short hair dries in just 1 minute, Medium-length hair dries in 2 minutes, Long hair is fully dry in just 4 minutes. Whether you\\u2019re rushing out in the morning or winding down after a long day, Our hair dryers for women ensures quick, efficient, and effortless styling, so you can focus on looking your best. \\u3010Ionic Hair Care \\u2013 Say Goodbye to Frizz & Static\\u3011: Harnessing the power of 500 million negative ions, Our ionic hair dryer nourishes, repairs, and shields your hair from damage: Eliminates frizz & static, leaving your hair soft and sleek, Reduces tangles & breakage, making brushing and styling easier, Locks in moisture, forming a protective layer that keeps your hair healthy, hydrated, and radiant.Our secadora de pelo para mujer Unlike traditional dryers that strip hair of its natural moisture, Coolpub hairdryer ionic technology helps retain hydration, making your hair more manageable and shinier after every use. \\u3010Smart Temperature Control with LED\\u3011Precise Heat secador de pelo profesionalfor Ultimate Hair Protection, Equipped with an innovative LED ring, this hair blow dryer allows you to easily select your preferred heat setting: Red Light \\u2013 Hot Air: Ideal for fast drying and styling, Orange Light \\u2013 Warm Air: Perfect for gentle drying to protect delicate hair, Blue Light \\u2013 Cool Air: Sets your style and reduces heat exposure.small hair dryer customize your drying experience with 4 temperature modes (cool/warm/hot/cold and Hot circulation), 2 speed settings. Built-in NTC intelligent temperature control sensor monitors and adjusts heat 120 times avoid overheating damage to hair and protect your hair \\u3010Lightweight Quiet and Safe for Home, Travel, Salon\\u3011: Our travel hair dryer designed for comfort and convenience : Weighs only 0.80 lb \\u2013 Lighter than a cup of coffee. 8-layer noise reduction technology \\u2013 Operates under 30 dB, ensuring a quiet and relaxing drying experience, UL-certified ALCI safety plug \\u2013 Enhanced protection for safe and reliable use our blow dryers for women. 360\\u00b0Magnetic concentrator nozzle \\u2013 Delivers focused airflow for precise styling.travel blow dryer built-in the tight filter mesh prevents hair from being drawn in. Whether you\\u2019re styling sleek straight hair or defining curls, the mini hair dryer professional delivers powerful yet gentle performance\\u2014anytime, anywhere. \\u3010Please Note\\u3011: What\\u2019s Included 1\\u00d7 Hair Dryer | 1\\u00d7 US ALCI Safety Plug | 1\\u00d7 Magnetic Nozzle | 1\\u00d7 Premium Gift Box | 1\\u00d7 Instruction Manual | Lifetime Customer Support for worry-free use. Before using this appliance, carefully read and follow the instructions in the user manual! WARNING: To reduce the risk of electric shock, do not place or store the appliance where it could fall or be pulled into a bathtub, sink, or any other water source. Keep it away from water and other liquids at all times. Never immerse or drop the appliance into water or any other liquid. If the appliance falls into water, unplug it immediately\\u2014do not reach into the water!\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Pink\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ion...\", \"asin\": \"B0D672M7WW\", \"price\": \"$81.65\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fas...\", \"asin\": \"B0C39T2VG5\", \"price\": \"$70.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Nega...\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low No...\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional L...\", \"asin\": \"B0DRG48M24\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic ...\", \"asin\": \"B0DLVXXVPH\", \"price\": \"$59.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow ...\", \"asin\": \"B0DPJPNCFY\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D9YMT9L2\", \"price\": \"$79.99\"},\n{\"title\": \"INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Black | Packaging May Vary\", \"asin\": \"B07TT9XH98\", \"price\": \"$31.33\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"$69.99\"},\n{\"title\": \"Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver\", \"asin\": \"B0DGG75N44\", \"price\": \"$64.98\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:51:57.744Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-29T23:51:57.744Z
|
click
|
product_option
|
rule
|
train
| 3,002
|
2025-03-29T23:51:57.744Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "hair dryer"}],
"cart_items": [{"title": "License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)", "asin": "B01BB6YL60", "price": "$9.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.85", "quantity": "1"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.99"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.79"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DR5B8SSV"},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)"},
{"price": "$56.98"},
{"bullet_list": "\u3010Ultra-Fast Drying \u2013 5\u00d7 Faster, 80% More Efficient\u3011: Coolpub High-Speed Hair Dryer features the latest HPD brushless motor, operating at an astounding 180,000 RPM\u2014delivering 5\u00d7 faster drying than conventional dryers. Designed to cut your drying time significantly, the blow dryer utilizes a powerful 36m/s airflow, ensuring: Short hair dries in just 1 minute, Medium-length hair dries in 2 minutes, Long hair is fully dry in just 4 minutes. Whether you\u2019re rushing out in the morning or winding down after a long day, Our hair dryers for women ensures quick, efficient, and effortless styling, so you can focus on looking your best. \u3010Ionic Hair Care \u2013 Say Goodbye to Frizz & Static\u3011: Harnessing the power of 500 million negative ions, Our ionic hair dryer nourishes, repairs, and shields your hair from damage: Eliminates frizz & static, leaving your hair soft and sleek, Reduces tangles & breakage, making brushing and styling easier, Locks in moisture, forming a protective layer that keeps your hair healthy, hydrated, and radiant.Our secadora de pelo para mujer Unlike traditional dryers that strip hair of its natural moisture, Coolpub hairdryer ionic technology helps retain hydration, making your hair more manageable and shinier after every use. \u3010Smart Temperature Control with LED\u3011Precise Heat secador de pelo profesionalfor Ultimate Hair Protection, Equipped with an innovative LED ring, this hair blow dryer allows you to easily select your preferred heat setting: Red Light \u2013 Hot Air: Ideal for fast drying and styling, Orange Light \u2013 Warm Air: Perfect for gentle drying to protect delicate hair, Blue Light \u2013 Cool Air: Sets your style and reduces heat exposure.small hair dryer customize your drying experience with 4 temperature modes (cool/warm/hot/cold and Hot circulation), 2 speed settings. Built-in NTC intelligent temperature control sensor monitors and adjusts heat 120 times avoid overheating damage to hair and protect your hair \u3010Lightweight Quiet and Safe for Home, Travel, Salon\u3011: Our travel hair dryer designed for comfort and convenience : Weighs only 0.80 lb \u2013 Lighter than a cup of coffee. 8-layer noise reduction technology \u2013 Operates under 30 dB, ensuring a quiet and relaxing drying experience, UL-certified ALCI safety plug \u2013 Enhanced protection for safe and reliable use our blow dryers for women. 360\u00b0Magnetic concentrator nozzle \u2013 Delivers focused airflow for precise styling.travel blow dryer built-in the tight filter mesh prevents hair from being drawn in. Whether you\u2019re styling sleek straight hair or defining curls, the mini hair dryer professional delivers powerful yet gentle performance\u2014anytime, anywhere. \u3010Please Note\u3011: What\u2019s Included 1\u00d7 Hair Dryer | 1\u00d7 US ALCI Safety Plug | 1\u00d7 Magnetic Nozzle | 1\u00d7 Premium Gift Box | 1\u00d7 Instruction Manual | Lifetime Customer Support for worry-free use. Before using this appliance, carefully read and follow the instructions in the user manual! WARNING: To reduce the risk of electric shock, do not place or store the appliance where it could fall or be pulled into a bathtub, sink, or any other water source. Keep it away from water and other liquids at all times. Never immerse or drop the appliance into water or any other liquid. If the appliance falls into water, unplug it immediately\u2014do not reach into the water!"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Pink"}],
"promotion_items": [{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ion...", "asin": "B0D672M7WW", "price": "$81.65", "quantity": ""},
{"title": "Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fas...", "asin": "B0C39T2VG5", "price": "$70.98", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Nega...", "asin": "B0DHRR4DD2", "price": "$69.99", "quantity": ""},
{"title": "Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low No...", "asin": "B0DDWR4VWK", "price": "$69.29", "quantity": ""},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional L...", "asin": "B0DRG48M24", "price": "$67.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic ...", "asin": "B0DLVXXVPH", "price": "$59.49", "quantity": ""},
{"title": "Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow ...", "asin": "B0DPJPNCFY", "price": "$89.99", "quantity": ""}],
"comparison_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$56.98"},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D9YMT9L2", "price": "$79.99"},
{"title": "INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Black | Packaging May Vary", "asin": "B07TT9XH98", "price": "$31.33"},
{"title": "Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage", "asin": "B0DG4Y9NJ3", "price": "$69.99"},
{"title": "Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver", "asin": "B0DGG75N44", "price": "$64.98"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-29T23:51:57.744Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-29T23:51:57.744Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-29T23:51:57.744Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 3002,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair dryer\"}],\n\"cart_items\": [{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DR5B8SSV\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\"},\n{\"price\": \"$56.98\"},\n{\"bullet_list\": \"\\u3010Ultra-Fast Drying \\u2013 5\\u00d7 Faster, 80% More Efficient\\u3011: Coolpub High-Speed Hair Dryer features the latest HPD brushless motor, operating at an astounding 180,000 RPM\\u2014delivering 5\\u00d7 faster drying than conventional dryers. Designed to cut your drying time significantly, the blow dryer utilizes a powerful 36m/s airflow, ensuring: Short hair dries in just 1 minute, Medium-length hair dries in 2 minutes, Long hair is fully dry in just 4 minutes. Whether you\\u2019re rushing out in the morning or winding down after a long day, Our hair dryers for women ensures quick, efficient, and effortless styling, so you can focus on looking your best. \\u3010Ionic Hair Care \\u2013 Say Goodbye to Frizz & Static\\u3011: Harnessing the power of 500 million negative ions, Our ionic hair dryer nourishes, repairs, and shields your hair from damage: Eliminates frizz & static, leaving your hair soft and sleek, Reduces tangles & breakage, making brushing and styling easier, Locks in moisture, forming a protective layer that keeps your hair healthy, hydrated, and radiant.Our secadora de pelo para mujer Unlike traditional dryers that strip hair of its natural moisture, Coolpub hairdryer ionic technology helps retain hydration, making your hair more manageable and shinier after every use. \\u3010Smart Temperature Control with LED\\u3011Precise Heat secador de pelo profesionalfor Ultimate Hair Protection, Equipped with an innovative LED ring, this hair blow dryer allows you to easily select your preferred heat setting: Red Light \\u2013 Hot Air: Ideal for fast drying and styling, Orange Light \\u2013 Warm Air: Perfect for gentle drying to protect delicate hair, Blue Light \\u2013 Cool Air: Sets your style and reduces heat exposure.small hair dryer customize your drying experience with 4 temperature modes (cool/warm/hot/cold and Hot circulation), 2 speed settings. Built-in NTC intelligent temperature control sensor monitors and adjusts heat 120 times avoid overheating damage to hair and protect your hair \\u3010Lightweight Quiet and Safe for Home, Travel, Salon\\u3011: Our travel hair dryer designed for comfort and convenience : Weighs only 0.80 lb \\u2013 Lighter than a cup of coffee. 8-layer noise reduction technology \\u2013 Operates under 30 dB, ensuring a quiet and relaxing drying experience, UL-certified ALCI safety plug \\u2013 Enhanced protection for safe and reliable use our blow dryers for women. 360\\u00b0Magnetic concentrator nozzle \\u2013 Delivers focused airflow for precise styling.travel blow dryer built-in the tight filter mesh prevents hair from being drawn in. Whether you\\u2019re styling sleek straight hair or defining curls, the mini hair dryer professional delivers powerful yet gentle performance\\u2014anytime, anywhere. \\u3010Please Note\\u3011: What\\u2019s Included 1\\u00d7 Hair Dryer | 1\\u00d7 US ALCI Safety Plug | 1\\u00d7 Magnetic Nozzle | 1\\u00d7 Premium Gift Box | 1\\u00d7 Instruction Manual | Lifetime Customer Support for worry-free use. Before using this appliance, carefully read and follow the instructions in the user manual! WARNING: To reduce the risk of electric shock, do not place or store the appliance where it could fall or be pulled into a bathtub, sink, or any other water source. Keep it away from water and other liquids at all times. Never immerse or drop the appliance into water or any other liquid. If the appliance falls into water, unplug it immediately\\u2014do not reach into the water!\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Pink\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ion...\", \"asin\": \"B0D672M7WW\", \"price\": \"$81.65\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fas...\", \"asin\": \"B0C39T2VG5\", \"price\": \"$70.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Nega...\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low No...\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional L...\", \"asin\": \"B0DRG48M24\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic ...\", \"asin\": \"B0DLVXXVPH\", \"price\": \"$59.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow ...\", \"asin\": \"B0DPJPNCFY\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D9YMT9L2\", \"price\": \"$79.99\"},\n{\"title\": \"INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Black | Packaging May Vary\", \"asin\": \"B07TT9XH98\", \"price\": \"$31.33\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"$69.99\"},\n{\"title\": \"Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver\", \"asin\": \"B0DGG75N44\", \"price\": \"$64.98\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:51:57.744Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair dryer\"}],\n\"cart_items\": [{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DR5B3C7X\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\"},\n{\"price\": \"$56.98\"},\n{\"bullet_list\": \"\\u3010Ultra-Fast Drying \\u2013 5\\u00d7 Faster, 80% More Efficient\\u3011: Coolpub High-Speed Hair Dryer features the latest HPD brushless motor, operating at an astounding 180,000 RPM\\u2014delivering 5\\u00d7 faster drying than conventional dryers. Designed to cut your drying time significantly, the blow dryer utilizes a powerful 36m/s airflow, ensuring: Short hair dries in just 1 minute, Medium-length hair dries in 2 minutes, Long hair is fully dry in just 4 minutes. Whether you\\u2019re rushing out in the morning or winding down after a long day, Our hair dryers for women ensures quick, efficient, and effortless styling, so you can focus on looking your best. \\u3010Ionic Hair Care \\u2013 Say Goodbye to Frizz & Static\\u3011: Harnessing the power of 500 million negative ions, Our ionic hair dryer nourishes, repairs, and shields your hair from damage: Eliminates frizz & static, leaving your hair soft and sleek, Reduces tangles & breakage, making brushing and styling easier, Locks in moisture, forming a protective layer that keeps your hair healthy, hydrated, and radiant.Our secadora de pelo para mujer Unlike traditional dryers that strip hair of its natural moisture, Coolpub hairdryer ionic technology helps retain hydration, making your hair more manageable and shinier after every use. \\u3010Smart Temperature Control with LED\\u3011Precise Heat secador de pelo profesionalfor Ultimate Hair Protection, Equipped with an innovative LED ring, this hair blow dryer allows you to easily select your preferred heat setting: Red Light \\u2013 Hot Air: Ideal for fast drying and styling, Orange Light \\u2013 Warm Air: Perfect for gentle drying to protect delicate hair, Blue Light \\u2013 Cool Air: Sets your style and reduces heat exposure.small hair dryer customize your drying experience with 4 temperature modes (cool/warm/hot/cold and Hot circulation), 2 speed settings. Built-in NTC intelligent temperature control sensor monitors and adjusts heat 120 times avoid overheating damage to hair and protect your hair \\u3010Lightweight Quiet and Safe for Home, Travel, Salon\\u3011: Our travel hair dryer designed for comfort and convenience : Weighs only 0.80 lb \\u2013 Lighter than a cup of coffee. 8-layer noise reduction technology \\u2013 Operates under 30 dB, ensuring a quiet and relaxing drying experience, UL-certified ALCI safety plug \\u2013 Enhanced protection for safe and reliable use our blow dryers for women. 360\\u00b0Magnetic concentrator nozzle \\u2013 Delivers focused airflow for precise styling.travel blow dryer built-in the tight filter mesh prevents hair from being drawn in. Whether you\\u2019re styling sleek straight hair or defining curls, the mini hair dryer professional delivers powerful yet gentle performance\\u2014anytime, anywhere. \\u3010Please Note\\u3011: What\\u2019s Included 1\\u00d7 Hair Dryer | 1\\u00d7 US ALCI Safety Plug | 1\\u00d7 Magnetic Nozzle | 1\\u00d7 Premium Gift Box | 1\\u00d7 Instruction Manual | Lifetime Customer Support for worry-free use. Before using this appliance, carefully read and follow the instructions in the user manual! WARNING: To reduce the risk of electric shock, do not place or store the appliance where it could fall or be pulled into a bathtub, sink, or any other water source. Keep it away from water and other liquids at all times. Never immerse or drop the appliance into water or any other liquid. If the appliance falls into water, unplug it immediately\\u2014do not reach into the water!\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"Slopehill Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel\", \"asin\": \"B086SR1KML\", \"price\": \"$28.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Nega...\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ion...\", \"asin\": \"B0D672M7WW\", \"price\": \"$81.65\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low No...\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional L...\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D9YMT9L2\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D9YMT9L2\", \"price\": \"$79.99\"},\n{\"title\": \"High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink\", \"asin\": \"B0D9657FZ3\", \"price\": \"$50.37\"},\n{\"title\": \"Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds\", \"asin\": \"B0DP2K1B96\", \"price\": \"$79.99\"},\n{\"title\": \"High Speed Hair Dryer, warmmama Ionic Blow Dryer 110000RPM 1500W Brushless Motor Fast Drying Thermo-Control Lightweight, Travel Hair Dryer for Women with Diffuser and Nozzle\", \"asin\": \"B0DQPN3B9F\", \"price\": \"$59.99\"},\n{\"title\": \"OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home\", \"asin\": \"B0DSH9BQ7X\", \"price\": \"$49.79\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:52:01.820Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-29T23:52:01.820Z
|
click
|
product_option
|
rule
|
train
| 3,003
|
2025-03-29T23:52:01.820Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "hair dryer"}],
"cart_items": [{"title": "License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)", "asin": "B01BB6YL60", "price": "$9.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.85", "quantity": "1"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.99"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.79"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DR5B3C7X"},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)"},
{"price": "$56.98"},
{"bullet_list": "\u3010Ultra-Fast Drying \u2013 5\u00d7 Faster, 80% More Efficient\u3011: Coolpub High-Speed Hair Dryer features the latest HPD brushless motor, operating at an astounding 180,000 RPM\u2014delivering 5\u00d7 faster drying than conventional dryers. Designed to cut your drying time significantly, the blow dryer utilizes a powerful 36m/s airflow, ensuring: Short hair dries in just 1 minute, Medium-length hair dries in 2 minutes, Long hair is fully dry in just 4 minutes. Whether you\u2019re rushing out in the morning or winding down after a long day, Our hair dryers for women ensures quick, efficient, and effortless styling, so you can focus on looking your best. \u3010Ionic Hair Care \u2013 Say Goodbye to Frizz & Static\u3011: Harnessing the power of 500 million negative ions, Our ionic hair dryer nourishes, repairs, and shields your hair from damage: Eliminates frizz & static, leaving your hair soft and sleek, Reduces tangles & breakage, making brushing and styling easier, Locks in moisture, forming a protective layer that keeps your hair healthy, hydrated, and radiant.Our secadora de pelo para mujer Unlike traditional dryers that strip hair of its natural moisture, Coolpub hairdryer ionic technology helps retain hydration, making your hair more manageable and shinier after every use. \u3010Smart Temperature Control with LED\u3011Precise Heat secador de pelo profesionalfor Ultimate Hair Protection, Equipped with an innovative LED ring, this hair blow dryer allows you to easily select your preferred heat setting: Red Light \u2013 Hot Air: Ideal for fast drying and styling, Orange Light \u2013 Warm Air: Perfect for gentle drying to protect delicate hair, Blue Light \u2013 Cool Air: Sets your style and reduces heat exposure.small hair dryer customize your drying experience with 4 temperature modes (cool/warm/hot/cold and Hot circulation), 2 speed settings. Built-in NTC intelligent temperature control sensor monitors and adjusts heat 120 times avoid overheating damage to hair and protect your hair \u3010Lightweight Quiet and Safe for Home, Travel, Salon\u3011: Our travel hair dryer designed for comfort and convenience : Weighs only 0.80 lb \u2013 Lighter than a cup of coffee. 8-layer noise reduction technology \u2013 Operates under 30 dB, ensuring a quiet and relaxing drying experience, UL-certified ALCI safety plug \u2013 Enhanced protection for safe and reliable use our blow dryers for women. 360\u00b0Magnetic concentrator nozzle \u2013 Delivers focused airflow for precise styling.travel blow dryer built-in the tight filter mesh prevents hair from being drawn in. Whether you\u2019re styling sleek straight hair or defining curls, the mini hair dryer professional delivers powerful yet gentle performance\u2014anytime, anywhere. \u3010Please Note\u3011: What\u2019s Included 1\u00d7 Hair Dryer | 1\u00d7 US ALCI Safety Plug | 1\u00d7 Magnetic Nozzle | 1\u00d7 Premium Gift Box | 1\u00d7 Instruction Manual | Lifetime Customer Support for worry-free use. Before using this appliance, carefully read and follow the instructions in the user manual! WARNING: To reduce the risk of electric shock, do not place or store the appliance where it could fall or be pulled into a bathtub, sink, or any other water source. Keep it away from water and other liquids at all times. Never immerse or drop the appliance into water or any other liquid. If the appliance falls into water, unplug it immediately\u2014do not reach into the water!"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White"}],
"promotion_items": [{"title": "Slopehill Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel", "asin": "B086SR1KML", "price": "$28.49", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Nega...", "asin": "B0DHRR4DD2", "price": "$69.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ion...", "asin": "B0D672M7WW", "price": "$81.65", "quantity": ""},
{"title": "Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low No...", "asin": "B0DDWR4VWK", "price": "$69.29", "quantity": ""},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional L...", "asin": "B0DRG1VV8S", "price": "$67.99", "quantity": ""},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D9YMT9L2", "price": "$79.99", "quantity": ""},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CX4MK9FQ", "price": "$67.99", "quantity": ""}],
"comparison_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$56.98"},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D9YMT9L2", "price": "$79.99"},
{"title": "High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink", "asin": "B0D9657FZ3", "price": "$50.37"},
{"title": "Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds", "asin": "B0DP2K1B96", "price": "$79.99"},
{"title": "High Speed Hair Dryer, warmmama Ionic Blow Dryer 110000RPM 1500W Brushless Motor Fast Drying Thermo-Control Lightweight, Travel Hair Dryer for Women with Diffuser and Nozzle", "asin": "B0DQPN3B9F", "price": "$59.99"},
{"title": "OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home", "asin": "B0DSH9BQ7X", "price": "$49.79"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-29T23:52:01.820Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-29T23:52:01.820Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-29T23:52:01.820Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 3003,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair dryer\"}],\n\"cart_items\": [{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DR5B3C7X\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\"},\n{\"price\": \"$56.98\"},\n{\"bullet_list\": \"\\u3010Ultra-Fast Drying \\u2013 5\\u00d7 Faster, 80% More Efficient\\u3011: Coolpub High-Speed Hair Dryer features the latest HPD brushless motor, operating at an astounding 180,000 RPM\\u2014delivering 5\\u00d7 faster drying than conventional dryers. Designed to cut your drying time significantly, the blow dryer utilizes a powerful 36m/s airflow, ensuring: Short hair dries in just 1 minute, Medium-length hair dries in 2 minutes, Long hair is fully dry in just 4 minutes. Whether you\\u2019re rushing out in the morning or winding down after a long day, Our hair dryers for women ensures quick, efficient, and effortless styling, so you can focus on looking your best. \\u3010Ionic Hair Care \\u2013 Say Goodbye to Frizz & Static\\u3011: Harnessing the power of 500 million negative ions, Our ionic hair dryer nourishes, repairs, and shields your hair from damage: Eliminates frizz & static, leaving your hair soft and sleek, Reduces tangles & breakage, making brushing and styling easier, Locks in moisture, forming a protective layer that keeps your hair healthy, hydrated, and radiant.Our secadora de pelo para mujer Unlike traditional dryers that strip hair of its natural moisture, Coolpub hairdryer ionic technology helps retain hydration, making your hair more manageable and shinier after every use. \\u3010Smart Temperature Control with LED\\u3011Precise Heat secador de pelo profesionalfor Ultimate Hair Protection, Equipped with an innovative LED ring, this hair blow dryer allows you to easily select your preferred heat setting: Red Light \\u2013 Hot Air: Ideal for fast drying and styling, Orange Light \\u2013 Warm Air: Perfect for gentle drying to protect delicate hair, Blue Light \\u2013 Cool Air: Sets your style and reduces heat exposure.small hair dryer customize your drying experience with 4 temperature modes (cool/warm/hot/cold and Hot circulation), 2 speed settings. Built-in NTC intelligent temperature control sensor monitors and adjusts heat 120 times avoid overheating damage to hair and protect your hair \\u3010Lightweight Quiet and Safe for Home, Travel, Salon\\u3011: Our travel hair dryer designed for comfort and convenience : Weighs only 0.80 lb \\u2013 Lighter than a cup of coffee. 8-layer noise reduction technology \\u2013 Operates under 30 dB, ensuring a quiet and relaxing drying experience, UL-certified ALCI safety plug \\u2013 Enhanced protection for safe and reliable use our blow dryers for women. 360\\u00b0Magnetic concentrator nozzle \\u2013 Delivers focused airflow for precise styling.travel blow dryer built-in the tight filter mesh prevents hair from being drawn in. Whether you\\u2019re styling sleek straight hair or defining curls, the mini hair dryer professional delivers powerful yet gentle performance\\u2014anytime, anywhere. \\u3010Please Note\\u3011: What\\u2019s Included 1\\u00d7 Hair Dryer | 1\\u00d7 US ALCI Safety Plug | 1\\u00d7 Magnetic Nozzle | 1\\u00d7 Premium Gift Box | 1\\u00d7 Instruction Manual | Lifetime Customer Support for worry-free use. Before using this appliance, carefully read and follow the instructions in the user manual! WARNING: To reduce the risk of electric shock, do not place or store the appliance where it could fall or be pulled into a bathtub, sink, or any other water source. Keep it away from water and other liquids at all times. Never immerse or drop the appliance into water or any other liquid. If the appliance falls into water, unplug it immediately\\u2014do not reach into the water!\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"Slopehill Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel\", \"asin\": \"B086SR1KML\", \"price\": \"$28.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Nega...\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ion...\", \"asin\": \"B0D672M7WW\", \"price\": \"$81.65\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low No...\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional L...\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D9YMT9L2\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D9YMT9L2\", \"price\": \"$79.99\"},\n{\"title\": \"High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink\", \"asin\": \"B0D9657FZ3\", \"price\": \"$50.37\"},\n{\"title\": \"Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds\", \"asin\": \"B0DP2K1B96\", \"price\": \"$79.99\"},\n{\"title\": \"High Speed Hair Dryer, warmmama Ionic Blow Dryer 110000RPM 1500W Brushless Motor Fast Drying Thermo-Control Lightweight, Travel Hair Dryer for Women with Diffuser and Nozzle\", \"asin\": \"B0DQPN3B9F\", \"price\": \"$59.99\"},\n{\"title\": \"OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home\", \"asin\": \"B0DSH9BQ7X\", \"price\": \"$49.79\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:52:01.820Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair dryer\"}],\n\"cart_items\": [{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DR5B8SSV\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\"},\n{\"price\": \"$56.98\"},\n{\"bullet_list\": \"\\u3010Ultra-Fast Drying \\u2013 5\\u00d7 Faster, 80% More Efficient\\u3011: Coolpub High-Speed Hair Dryer features the latest HPD brushless motor, operating at an astounding 180,000 RPM\\u2014delivering 5\\u00d7 faster drying than conventional dryers. Designed to cut your drying time significantly, the blow dryer utilizes a powerful 36m/s airflow, ensuring: Short hair dries in just 1 minute, Medium-length hair dries in 2 minutes, Long hair is fully dry in just 4 minutes. Whether you\\u2019re rushing out in the morning or winding down after a long day, Our hair dryers for women ensures quick, efficient, and effortless styling, so you can focus on looking your best. \\u3010Ionic Hair Care \\u2013 Say Goodbye to Frizz & Static\\u3011: Harnessing the power of 500 million negative ions, Our ionic hair dryer nourishes, repairs, and shields your hair from damage: Eliminates frizz & static, leaving your hair soft and sleek, Reduces tangles & breakage, making brushing and styling easier, Locks in moisture, forming a protective layer that keeps your hair healthy, hydrated, and radiant.Our secadora de pelo para mujer Unlike traditional dryers that strip hair of its natural moisture, Coolpub hairdryer ionic technology helps retain hydration, making your hair more manageable and shinier after every use. \\u3010Smart Temperature Control with LED\\u3011Precise Heat secador de pelo profesionalfor Ultimate Hair Protection, Equipped with an innovative LED ring, this hair blow dryer allows you to easily select your preferred heat setting: Red Light \\u2013 Hot Air: Ideal for fast drying and styling, Orange Light \\u2013 Warm Air: Perfect for gentle drying to protect delicate hair, Blue Light \\u2013 Cool Air: Sets your style and reduces heat exposure.small hair dryer customize your drying experience with 4 temperature modes (cool/warm/hot/cold and Hot circulation), 2 speed settings. Built-in NTC intelligent temperature control sensor monitors and adjusts heat 120 times avoid overheating damage to hair and protect your hair \\u3010Lightweight Quiet and Safe for Home, Travel, Salon\\u3011: Our travel hair dryer designed for comfort and convenience : Weighs only 0.80 lb \\u2013 Lighter than a cup of coffee. 8-layer noise reduction technology \\u2013 Operates under 30 dB, ensuring a quiet and relaxing drying experience, UL-certified ALCI safety plug \\u2013 Enhanced protection for safe and reliable use our blow dryers for women. 360\\u00b0Magnetic concentrator nozzle \\u2013 Delivers focused airflow for precise styling.travel blow dryer built-in the tight filter mesh prevents hair from being drawn in. Whether you\\u2019re styling sleek straight hair or defining curls, the mini hair dryer professional delivers powerful yet gentle performance\\u2014anytime, anywhere. \\u3010Please Note\\u3011: What\\u2019s Included 1\\u00d7 Hair Dryer | 1\\u00d7 US ALCI Safety Plug | 1\\u00d7 Magnetic Nozzle | 1\\u00d7 Premium Gift Box | 1\\u00d7 Instruction Manual | Lifetime Customer Support for worry-free use. Before using this appliance, carefully read and follow the instructions in the user manual! WARNING: To reduce the risk of electric shock, do not place or store the appliance where it could fall or be pulled into a bathtub, sink, or any other water source. Keep it away from water and other liquids at all times. Never immerse or drop the appliance into water or any other liquid. If the appliance falls into water, unplug it immediately\\u2014do not reach into the water!\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ion...\", \"asin\": \"B0D672M7WW\", \"price\": \"$81.65\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fas...\", \"asin\": \"B0C39T2VG5\", \"price\": \"$70.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Nega...\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low No...\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional L...\", \"asin\": \"B0DRG48M24\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic ...\", \"asin\": \"B0DLVXXVPH\", \"price\": \"$59.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow ...\", \"asin\": \"B0DPJPNCFY\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D9YMT9L2\", \"price\": \"$79.99\"},\n{\"title\": \"INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Black | Packaging May Vary\", \"asin\": \"B07TT9XH98\", \"price\": \"$31.33\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"$69.99\"},\n{\"title\": \"Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver\", \"asin\": \"B0DGG75N44\", \"price\": \"$64.98\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:52:05.683Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-29T23:52:05.683Z
|
purchase
|
B0DR5B8SSV
|
rule
|
train
| 3,004
|
2025-03-29T23:52:05.683Z
|
purchase
|
B0DR5B8SSV
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "hair dryer"}],
"cart_items": [{"title": "License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)", "asin": "B01BB6YL60", "price": "$9.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.85", "quantity": "1"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.99"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.79"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DR5B8SSV"},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)"},
{"price": "$56.98"},
{"bullet_list": "\u3010Ultra-Fast Drying \u2013 5\u00d7 Faster, 80% More Efficient\u3011: Coolpub High-Speed Hair Dryer features the latest HPD brushless motor, operating at an astounding 180,000 RPM\u2014delivering 5\u00d7 faster drying than conventional dryers. Designed to cut your drying time significantly, the blow dryer utilizes a powerful 36m/s airflow, ensuring: Short hair dries in just 1 minute, Medium-length hair dries in 2 minutes, Long hair is fully dry in just 4 minutes. Whether you\u2019re rushing out in the morning or winding down after a long day, Our hair dryers for women ensures quick, efficient, and effortless styling, so you can focus on looking your best. \u3010Ionic Hair Care \u2013 Say Goodbye to Frizz & Static\u3011: Harnessing the power of 500 million negative ions, Our ionic hair dryer nourishes, repairs, and shields your hair from damage: Eliminates frizz & static, leaving your hair soft and sleek, Reduces tangles & breakage, making brushing and styling easier, Locks in moisture, forming a protective layer that keeps your hair healthy, hydrated, and radiant.Our secadora de pelo para mujer Unlike traditional dryers that strip hair of its natural moisture, Coolpub hairdryer ionic technology helps retain hydration, making your hair more manageable and shinier after every use. \u3010Smart Temperature Control with LED\u3011Precise Heat secador de pelo profesionalfor Ultimate Hair Protection, Equipped with an innovative LED ring, this hair blow dryer allows you to easily select your preferred heat setting: Red Light \u2013 Hot Air: Ideal for fast drying and styling, Orange Light \u2013 Warm Air: Perfect for gentle drying to protect delicate hair, Blue Light \u2013 Cool Air: Sets your style and reduces heat exposure.small hair dryer customize your drying experience with 4 temperature modes (cool/warm/hot/cold and Hot circulation), 2 speed settings. Built-in NTC intelligent temperature control sensor monitors and adjusts heat 120 times avoid overheating damage to hair and protect your hair \u3010Lightweight Quiet and Safe for Home, Travel, Salon\u3011: Our travel hair dryer designed for comfort and convenience : Weighs only 0.80 lb \u2013 Lighter than a cup of coffee. 8-layer noise reduction technology \u2013 Operates under 30 dB, ensuring a quiet and relaxing drying experience, UL-certified ALCI safety plug \u2013 Enhanced protection for safe and reliable use our blow dryers for women. 360\u00b0Magnetic concentrator nozzle \u2013 Delivers focused airflow for precise styling.travel blow dryer built-in the tight filter mesh prevents hair from being drawn in. Whether you\u2019re styling sleek straight hair or defining curls, the mini hair dryer professional delivers powerful yet gentle performance\u2014anytime, anywhere. \u3010Please Note\u3011: What\u2019s Included 1\u00d7 Hair Dryer | 1\u00d7 US ALCI Safety Plug | 1\u00d7 Magnetic Nozzle | 1\u00d7 Premium Gift Box | 1\u00d7 Instruction Manual | Lifetime Customer Support for worry-free use. Before using this appliance, carefully read and follow the instructions in the user manual! WARNING: To reduce the risk of electric shock, do not place or store the appliance where it could fall or be pulled into a bathtub, sink, or any other water source. Keep it away from water and other liquids at all times. Never immerse or drop the appliance into water or any other liquid. If the appliance falls into water, unplug it immediately\u2014do not reach into the water!"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "White"}],
"promotion_items": [{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ion...", "asin": "B0D672M7WW", "price": "$81.65", "quantity": ""},
{"title": "Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fas...", "asin": "B0C39T2VG5", "price": "$70.98", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Nega...", "asin": "B0DHRR4DD2", "price": "$69.99", "quantity": ""},
{"title": "Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low No...", "asin": "B0DDWR4VWK", "price": "$69.29", "quantity": ""},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional L...", "asin": "B0DRG48M24", "price": "$67.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic ...", "asin": "B0DLVXXVPH", "price": "$59.49", "quantity": ""},
{"title": "Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow ...", "asin": "B0DPJPNCFY", "price": "$89.99", "quantity": ""}],
"comparison_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$56.98"},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D9YMT9L2", "price": "$79.99"},
{"title": "INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Black | Packaging May Vary", "asin": "B07TT9XH98", "price": "$31.33"},
{"title": "Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage", "asin": "B0DG4Y9NJ3", "price": "$69.99"},
{"title": "Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver", "asin": "B0DGG75N44", "price": "$64.98"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-29T23:52:05.683Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-29T23:52:05.683Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DR5B8SSV\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-29T23:52:05.683Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DR5B8SSV\",}</answer>",
"index": 3004,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair dryer\"}],\n\"cart_items\": [{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DR5B8SSV\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\"},\n{\"price\": \"$56.98\"},\n{\"bullet_list\": \"\\u3010Ultra-Fast Drying \\u2013 5\\u00d7 Faster, 80% More Efficient\\u3011: Coolpub High-Speed Hair Dryer features the latest HPD brushless motor, operating at an astounding 180,000 RPM\\u2014delivering 5\\u00d7 faster drying than conventional dryers. Designed to cut your drying time significantly, the blow dryer utilizes a powerful 36m/s airflow, ensuring: Short hair dries in just 1 minute, Medium-length hair dries in 2 minutes, Long hair is fully dry in just 4 minutes. Whether you\\u2019re rushing out in the morning or winding down after a long day, Our hair dryers for women ensures quick, efficient, and effortless styling, so you can focus on looking your best. \\u3010Ionic Hair Care \\u2013 Say Goodbye to Frizz & Static\\u3011: Harnessing the power of 500 million negative ions, Our ionic hair dryer nourishes, repairs, and shields your hair from damage: Eliminates frizz & static, leaving your hair soft and sleek, Reduces tangles & breakage, making brushing and styling easier, Locks in moisture, forming a protective layer that keeps your hair healthy, hydrated, and radiant.Our secadora de pelo para mujer Unlike traditional dryers that strip hair of its natural moisture, Coolpub hairdryer ionic technology helps retain hydration, making your hair more manageable and shinier after every use. \\u3010Smart Temperature Control with LED\\u3011Precise Heat secador de pelo profesionalfor Ultimate Hair Protection, Equipped with an innovative LED ring, this hair blow dryer allows you to easily select your preferred heat setting: Red Light \\u2013 Hot Air: Ideal for fast drying and styling, Orange Light \\u2013 Warm Air: Perfect for gentle drying to protect delicate hair, Blue Light \\u2013 Cool Air: Sets your style and reduces heat exposure.small hair dryer customize your drying experience with 4 temperature modes (cool/warm/hot/cold and Hot circulation), 2 speed settings. Built-in NTC intelligent temperature control sensor monitors and adjusts heat 120 times avoid overheating damage to hair and protect your hair \\u3010Lightweight Quiet and Safe for Home, Travel, Salon\\u3011: Our travel hair dryer designed for comfort and convenience : Weighs only 0.80 lb \\u2013 Lighter than a cup of coffee. 8-layer noise reduction technology \\u2013 Operates under 30 dB, ensuring a quiet and relaxing drying experience, UL-certified ALCI safety plug \\u2013 Enhanced protection for safe and reliable use our blow dryers for women. 360\\u00b0Magnetic concentrator nozzle \\u2013 Delivers focused airflow for precise styling.travel blow dryer built-in the tight filter mesh prevents hair from being drawn in. Whether you\\u2019re styling sleek straight hair or defining curls, the mini hair dryer professional delivers powerful yet gentle performance\\u2014anytime, anywhere. \\u3010Please Note\\u3011: What\\u2019s Included 1\\u00d7 Hair Dryer | 1\\u00d7 US ALCI Safety Plug | 1\\u00d7 Magnetic Nozzle | 1\\u00d7 Premium Gift Box | 1\\u00d7 Instruction Manual | Lifetime Customer Support for worry-free use. Before using this appliance, carefully read and follow the instructions in the user manual! WARNING: To reduce the risk of electric shock, do not place or store the appliance where it could fall or be pulled into a bathtub, sink, or any other water source. Keep it away from water and other liquids at all times. Never immerse or drop the appliance into water or any other liquid. If the appliance falls into water, unplug it immediately\\u2014do not reach into the water!\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ion...\", \"asin\": \"B0D672M7WW\", \"price\": \"$81.65\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fas...\", \"asin\": \"B0C39T2VG5\", \"price\": \"$70.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Nega...\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low No...\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional L...\", \"asin\": \"B0DRG48M24\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic ...\", \"asin\": \"B0DLVXXVPH\", \"price\": \"$59.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow ...\", \"asin\": \"B0DPJPNCFY\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D9YMT9L2\", \"price\": \"$79.99\"},\n{\"title\": \"INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Black | Packaging May Vary\", \"asin\": \"B07TT9XH98\", \"price\": \"$31.33\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"$69.99\"},\n{\"title\": \"Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver\", \"asin\": \"B0DGG75N44\", \"price\": \"$64.98\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:52:05.683Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow Dryer for Women Low Noise Professional Brushless Hair Dryer with Magnetic Diffuser and Nozzle, Gray\", \"asin\": \"B0DPJPNCFY\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Blow Dryer for Fast Drying, Low Noise Compact Lightweight Travel Salon Hair Dryer with Magnetic Diffuser for Curling Women, Ionic Technology and Safety Certified\", \"asin\": \"B0DS3T7WMJ\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine\", \"asin\": \"B0DK5JDNP2\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Gaabor Hair Dryer, 130000 RPM High Speed Brushless Motor Blow Dryer for Fast Drying with 680 Millions Negative Ionic, Low Noise Thermo-Control Lightweight Hairdryer with Magnetic Nozzle, White\", \"asin\": \"B0DPHBPMG7\", \"price\": \"$71.98\", \"quantity\": \"\"},\n{\"title\": \"T3 Aire IQ Hair Dryer Kit with Quick Dry Concentrator, Style Concentrator, Diffuser & Dryer Stand | Fast, Healthy Blowouts with Smart Heat Personalization | for All Hair Types\", \"asin\": \"B0DSVZTGJH\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vatsekui Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)\", \"asin\": \"B0DRS15C8K\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"dreame Gleam Hair Dryer with Diffuser, Blow Dryer with 0.73 lbs Lightweight Design, Fast Drying, Negative Ions for Smooth Hair\", \"asin\": \"B0CXPQZZPZ\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - High-Speed 150,000 RPM Hairdryer for Fast Drying, 500Million Negative Ionic & Thermo-Control & Cool Shot Button & Lightweight & HD Display Blow Dryer with Magnetic Diffuser & Nozzle\", \"asin\": \"B0C643LJRW\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Instant Vortex Plus 6QT Air Fryer with Odor Erase Technology, 6-in-1 Functions that Crisps, Roasts, Broils, Dehydrates, Bakes & Reheats, 100+In-App Recipes, from the Makers of Instant Pot,1700W,Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gourmet Bowl Scraper, Set of 2, Aqua Sky and Storm Grey\", \"asin\": \"\", \"price\": \"$6.75\", \"quantity\": \"\"},\n{\"title\": \"DASH Mini Rice Cooker Steamer with Removable Nonstick Pot, Keep Warm Function & Recipe Guide, Half Quart, for Soups, Stews, Grains & Oatmeal - Pink\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Instant Pot Vortex Plus 6QT XL Air Fryer, 6-in-1, Broils, Dehydrates, Crisps, Roasts, Reheats, Bakes for Quick Easy Meals, 100+ In-App Recipes, Dishwasher-Safe, from the Makers of Instant Pot, Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Smart Humidifiers for Bedroom Large Room Home,(6L) Cool Mist Top Fill Essential Oil Diffuser for Baby & Plants,Smart App & Voice Control, Rapid Humidification & Auto Mode-Quiet Sleep Mode, Gray\", \"asin\": \"\", \"price\": \"$63.92\", \"quantity\": \"\"},\n{\"title\": \"Crane Ultrasonic Teardrop Cool Mist Humidifier, Large 1 Gal Tank, Automatic Shut-Off, Baby Humidifiers for Nursery and Bedroom, Grey\", \"asin\": \"\", \"price\": \"$35.67\", \"quantity\": \"\"},\n{\"title\": \"COSORI Air Fryer Pro 9-in-1, Compact 5QT, 450\\u2109: Half Time & Chef-Grade Cook, One-Wipe Clean Glass Panel, 130+ In-App Recipes with Nutritional Info, Nonstick & Dishwasher-Safe Basket, Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gingham Mini Oven Mitt 2-Pack Set, Dried Rose, 5.5\\\"x8\\\"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dreo 6L Top Fill Humidifiers for Bedroom, 60H Runtime, 28 dB Quiet Supersized Cool Mist Humidifiers for Large Room, Air Humidifier for Home, Baby, Plant, Indoor, Night Light, Ultrasonic\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Paris Hilton Epic Nonstick Pots and Pans Set, Multi-layer Nonstick Coating, Tempered Glass Lids, Soft Touch, Stay Cool Handles, Made without PFOA, Dishwasher Safe Cookware Set, 12-Piece, Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Ninja DZ201 Foodi 8 Quart 6-in-1 DualZone 2-Basket Air Fryer with 2 Independent Frying Baskets, Match Cook & Smart Finish to Roast, Broil, Dehydrate & More for Quick, Easy Meals, Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nespresso Vertuo Next Coffee and Espresso Maker by Breville, Navy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Yankee Candle MidSummer's Night Scented, Classic Large Single Wick Jar Candle, 22oz with Over 110 Hours of Burn Time, Ideal for Dinner Parties, Relaxing Saturdays, and Special Occasions\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,Ionic Hair Dryers for Women & Men - 110,000 RPM Professional High-Speed Blow Dryer with 400 Million Plasma, Magnetic Nozzle, HD Display & Cool/Hot Air Modes | Fast Drying & Thermo-Control\", \"asin\": \"\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ANNE BETTY Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle\", \"asin\": \"\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Slopehill Hair Dryer - 110,000 RPM High-Velocity Fast Drying + Low Noise + Lightweight + Intelligent Temperature Control Hair Care for Home, Salon and Travel (Pink)\", \"asin\": \"\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Oushome Professional Hair Dryer for Fast Drying with 150,000 RPM High-Speed Brushless Motor, 500 Million Negative Ionic, Lightweight and Low Noise, Ideal for Home, Travel, and Salon Use\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise 4 Temp/3 Speeds Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Chikoni Hair Dryer, 130000 RPM High Speed 500 Millions Negative Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo Control Quiet Hair Dryer Magnetic Diffuser for Home Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel & Home - Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types\", \"asin\": \"\", \"price\": \"$59.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional Ionic Hair Dryer for Fast Drying, High Speed Hair Blow Dryer with Diffuser for Home Salon Travel, Constant Temperature Hair Care Without Hair Damage\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"KARFUN Plasma Hair Dryer, 1500W High Speed Blow Dryer with Plasma Tech (Positive+Negative Ionic), LED Display, 5 Temps 2 Speed, Thermo-Control, Fast Drying Plasma Hairdryer for Home or Travel (Gray)\", \"asin\": \"\", \"price\": \"$49.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"\", \"price\": \"$59.49\", \"quantity\": \"\"},\n{\"title\": \"RUBY RAE - Dual Voltage Ionic Hair Dryer - 2000W Professional Blow Dryer with Diffuser - Lightweight - Fast Drying & Low Noise for Salon Quality Styling - 3 Magnetic Attachments for All Hair Types\", \"asin\": \"\", \"price\": \"$99.97\", \"quantity\": \"\"},\n{\"title\": \"OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home\", \"asin\": \"\", \"price\": \"$49.79\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, White\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dekuri Hair Dryer, 110,000 RPM High-Speed Fast Drying Blow Dryer, 200 Million Ionic Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 3 Speeds, Low Noise for Women & Men (Pink)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:52:19.891Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-29T23:52:19.891Z
|
input
|
vegetable chopper
|
rule
|
train
| 3,005
|
2025-03-29T23:52:19.891Z
|
input
|
vegetable chopper
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$56.98", "quantity": "1"},
{"title": "License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)", "asin": "B01BB6YL60", "price": "$9.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.85", "quantity": "1"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.99"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.79"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow Dryer for Women Low Noise Professional Brushless Hair Dryer with Magnetic Diffuser and Nozzle, Gray", "asin": "B0DPJPNCFY", "price": "$89.99", "quantity": ""},
{"title": "Hair Dryer, High-Speed Ionic Blow Dryer for Fast Drying, Low Noise Compact Lightweight Travel Salon Hair Dryer with Magnetic Diffuser for Curling Women, Ionic Technology and Safety Certified", "asin": "B0DS3T7WMJ", "price": "$55.99", "quantity": ""},
{"title": "FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine", "asin": "B0DK5JDNP2", "price": "$79.99", "quantity": ""},
{"title": "Gaabor Hair Dryer, 130000 RPM High Speed Brushless Motor Blow Dryer for Fast Drying with 680 Millions Negative Ionic, Low Noise Thermo-Control Lightweight Hairdryer with Magnetic Nozzle, White", "asin": "B0DPHBPMG7", "price": "$71.98", "quantity": ""},
{"title": "T3 Aire IQ Hair Dryer Kit with Quick Dry Concentrator, Style Concentrator, Diffuser & Dryer Stand | Fast, Healthy Blowouts with Smart Heat Personalization | for All Hair Types", "asin": "B0DSVZTGJH", "price": "$399.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage", "asin": "B0DG4Y9NJ3", "price": "", "quantity": ""},
{"title": "Vatsekui Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)", "asin": "B0DRS15C8K", "price": "", "quantity": ""},
{"title": "dreame Gleam Hair Dryer with Diffuser, Blow Dryer with 0.73 lbs Lightweight Design, Fast Drying, Negative Ions for Smooth Hair", "asin": "B0CXPQZZPZ", "price": "", "quantity": ""},
{"title": "Hair Dryer - High-Speed 150,000 RPM Hairdryer for Fast Drying, 500Million Negative Ionic & Thermo-Control & Cool Shot Button & Lightweight & HD Display Blow Dryer with Magnetic Diffuser & Nozzle", "asin": "B0C643LJRW", "price": "", "quantity": ""},
{"title": "Instant Vortex Plus 6QT Air Fryer with Odor Erase Technology, 6-in-1 Functions that Crisps, Roasts, Broils, Dehydrates, Bakes & Reheats, 100+In-App Recipes, from the Makers of Instant Pot,1700W,Black", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "KitchenAid Gourmet Bowl Scraper, Set of 2, Aqua Sky and Storm Grey", "asin": "", "price": "$6.75", "quantity": ""},
{"title": "DASH Mini Rice Cooker Steamer with Removable Nonstick Pot, Keep Warm Function & Recipe Guide, Half Quart, for Soups, Stews, Grains & Oatmeal - Pink", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Instant Pot Vortex Plus 6QT XL Air Fryer, 6-in-1, Broils, Dehydrates, Crisps, Roasts, Reheats, Bakes for Quick Easy Meals, 100+ In-App Recipes, Dishwasher-Safe, from the Makers of Instant Pot, Black", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "LEVOIT Smart Humidifiers for Bedroom Large Room Home,(6L) Cool Mist Top Fill Essential Oil Diffuser for Baby & Plants,Smart App & Voice Control, Rapid Humidification & Auto Mode-Quiet Sleep Mode, Gray", "asin": "", "price": "$63.92", "quantity": ""},
{"title": "Crane Ultrasonic Teardrop Cool Mist Humidifier, Large 1 Gal Tank, Automatic Shut-Off, Baby Humidifiers for Nursery and Bedroom, Grey", "asin": "", "price": "$35.67", "quantity": ""},
{"title": "COSORI Air Fryer Pro 9-in-1, Compact 5QT, 450\u2109: Half Time & Chef-Grade Cook, One-Wipe Clean Glass Panel, 130+ In-App Recipes with Nutritional Info, Nonstick & Dishwasher-Safe Basket, Gray", "asin": "", "price": "", "quantity": ""},
{"title": "KitchenAid Gingham Mini Oven Mitt 2-Pack Set, Dried Rose, 5.5\"x8\"", "asin": "", "price": "", "quantity": ""},
{"title": "Dreo 6L Top Fill Humidifiers for Bedroom, 60H Runtime, 28 dB Quiet Supersized Cool Mist Humidifiers for Large Room, Air Humidifier for Home, Baby, Plant, Indoor, Night Light, Ultrasonic", "asin": "", "price": "", "quantity": ""},
{"title": "LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H", "asin": "", "price": "", "quantity": ""},
{"title": "Paris Hilton Epic Nonstick Pots and Pans Set, Multi-layer Nonstick Coating, Tempered Glass Lids, Soft Touch, Stay Cool Handles, Made without PFOA, Dishwasher Safe Cookware Set, 12-Piece, Pink", "asin": "", "price": "", "quantity": ""},
{"title": "Ninja DZ201 Foodi 8 Quart 6-in-1 DualZone 2-Basket Air Fryer with 2 Independent Frying Baskets, Match Cook & Smart Finish to Roast, Broil, Dehydrate & More for Quick, Easy Meals, Grey", "asin": "", "price": "", "quantity": ""},
{"title": "Nespresso Vertuo Next Coffee and Espresso Maker by Breville, Navy", "asin": "", "price": "", "quantity": ""},
{"title": "Yankee Candle MidSummer's Night Scented, Classic Large Single Wick Jar Candle, 22oz with Over 110 Hours of Burn Time, Ideal for Dinner Parties, Relaxing Saturdays, and Special Occasions", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer,Ionic Hair Dryers for Women & Men - 110,000 RPM Professional High-Speed Blow Dryer with 400 Million Plasma, Magnetic Nozzle, HD Display & Cool/Hot Air Modes | Fast Drying & Thermo-Control", "asin": "", "price": "$47.49", "quantity": ""},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "ANNE BETTY Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle", "asin": "", "price": "$33.99", "quantity": ""},
{"title": "Slopehill Hair Dryer - 110,000 RPM High-Velocity Fast Drying + Low Noise + Lightweight + Intelligent Temperature Control Hair Care for Home, Salon and Travel (Pink)", "asin": "", "price": "$49.99", "quantity": ""},
{"title": "Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel", "asin": "", "price": "$69.29", "quantity": ""},
{"title": "Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "", "price": "", "quantity": ""},
{"title": "Oushome Professional Hair Dryer for Fast Drying with 150,000 RPM High-Speed Brushless Motor, 500 Million Negative Ionic, Lightweight and Low Noise, Ideal for Home, Travel, and Salon Use", "asin": "", "price": "", "quantity": ""},
{"title": "Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise 4 Temp/3 Speeds Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "", "price": "", "quantity": ""},
{"title": "Chikoni Hair Dryer, 130000 RPM High Speed 500 Millions Negative Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo Control Quiet Hair Dryer Magnetic Diffuser for Home Travel", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel & Home - Pink", "asin": "", "price": "", "quantity": ""},
{"title": "ELLA BELLA\u00ae Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types", "asin": "", "price": "$59.97", "quantity": ""},
{"title": "Hair Dryer, Professional Ionic Hair Dryer for Fast Drying, High Speed Hair Blow Dryer with Diffuser for Home Salon Travel, Constant Temperature Hair Care Without Hair Damage", "asin": "", "price": "$69.99", "quantity": ""},
{"title": "KARFUN Plasma Hair Dryer, 1500W High Speed Blow Dryer with Plasma Tech (Positive+Negative Ionic), LED Display, 5 Temps 2 Speed, Thermo-Control, Fast Drying Plasma Hairdryer for Home or Travel (Gray)", "asin": "", "price": "$49.97", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)", "asin": "", "price": "$59.49", "quantity": ""},
{"title": "RUBY RAE - Dual Voltage Ionic Hair Dryer - 2000W Professional Blow Dryer with Diffuser - Lightweight - Fast Drying & Low Noise for Salon Quality Styling - 3 Magnetic Attachments for All Hair Types", "asin": "", "price": "$99.97", "quantity": ""},
{"title": "OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home", "asin": "", "price": "$49.79", "quantity": ""},
{"title": "Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, White", "asin": "", "price": "", "quantity": ""},
{"title": "ELLA BELLA\u00ae Professional Smart Ionic Hair Dryer with Diffuser \u2022 Negative Ion Blow Dryer \u2022 Intelligent Heat Control & Wind Speeds \u2022 Suitable All Hair Types", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag", "asin": "", "price": "", "quantity": ""},
{"title": "High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink", "asin": "", "price": "", "quantity": ""},
{"title": "Dekuri Hair Dryer, 110,000 RPM High-Speed Fast Drying Blow Dryer, 200 Million Ionic Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 3 Speeds, Low Noise for Women & Men (Pink)", "asin": "", "price": "", "quantity": ""},
{"title": "Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds", "asin": "", "price": "", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-29T23:52:19.891Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-29T23:52:19.891Z\",\"action\": \"input\",\"acion_argument\": \"vegetable chopper\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-29T23:52:19.891Z\",\"action\": \"input\",\"acion_argument\": \"vegetable chopper\",}</answer>",
"index": 3005,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow Dryer for Women Low Noise Professional Brushless Hair Dryer with Magnetic Diffuser and Nozzle, Gray\", \"asin\": \"B0DPJPNCFY\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Blow Dryer for Fast Drying, Low Noise Compact Lightweight Travel Salon Hair Dryer with Magnetic Diffuser for Curling Women, Ionic Technology and Safety Certified\", \"asin\": \"B0DS3T7WMJ\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine\", \"asin\": \"B0DK5JDNP2\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Gaabor Hair Dryer, 130000 RPM High Speed Brushless Motor Blow Dryer for Fast Drying with 680 Millions Negative Ionic, Low Noise Thermo-Control Lightweight Hairdryer with Magnetic Nozzle, White\", \"asin\": \"B0DPHBPMG7\", \"price\": \"$71.98\", \"quantity\": \"\"},\n{\"title\": \"T3 Aire IQ Hair Dryer Kit with Quick Dry Concentrator, Style Concentrator, Diffuser & Dryer Stand | Fast, Healthy Blowouts with Smart Heat Personalization | for All Hair Types\", \"asin\": \"B0DSVZTGJH\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vatsekui Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)\", \"asin\": \"B0DRS15C8K\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"dreame Gleam Hair Dryer with Diffuser, Blow Dryer with 0.73 lbs Lightweight Design, Fast Drying, Negative Ions for Smooth Hair\", \"asin\": \"B0CXPQZZPZ\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - High-Speed 150,000 RPM Hairdryer for Fast Drying, 500Million Negative Ionic & Thermo-Control & Cool Shot Button & Lightweight & HD Display Blow Dryer with Magnetic Diffuser & Nozzle\", \"asin\": \"B0C643LJRW\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Instant Vortex Plus 6QT Air Fryer with Odor Erase Technology, 6-in-1 Functions that Crisps, Roasts, Broils, Dehydrates, Bakes & Reheats, 100+In-App Recipes, from the Makers of Instant Pot,1700W,Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gourmet Bowl Scraper, Set of 2, Aqua Sky and Storm Grey\", \"asin\": \"\", \"price\": \"$6.75\", \"quantity\": \"\"},\n{\"title\": \"DASH Mini Rice Cooker Steamer with Removable Nonstick Pot, Keep Warm Function & Recipe Guide, Half Quart, for Soups, Stews, Grains & Oatmeal - Pink\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Instant Pot Vortex Plus 6QT XL Air Fryer, 6-in-1, Broils, Dehydrates, Crisps, Roasts, Reheats, Bakes for Quick Easy Meals, 100+ In-App Recipes, Dishwasher-Safe, from the Makers of Instant Pot, Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Smart Humidifiers for Bedroom Large Room Home,(6L) Cool Mist Top Fill Essential Oil Diffuser for Baby & Plants,Smart App & Voice Control, Rapid Humidification & Auto Mode-Quiet Sleep Mode, Gray\", \"asin\": \"\", \"price\": \"$63.92\", \"quantity\": \"\"},\n{\"title\": \"Crane Ultrasonic Teardrop Cool Mist Humidifier, Large 1 Gal Tank, Automatic Shut-Off, Baby Humidifiers for Nursery and Bedroom, Grey\", \"asin\": \"\", \"price\": \"$35.67\", \"quantity\": \"\"},\n{\"title\": \"COSORI Air Fryer Pro 9-in-1, Compact 5QT, 450\\u2109: Half Time & Chef-Grade Cook, One-Wipe Clean Glass Panel, 130+ In-App Recipes with Nutritional Info, Nonstick & Dishwasher-Safe Basket, Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gingham Mini Oven Mitt 2-Pack Set, Dried Rose, 5.5\\\"x8\\\"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dreo 6L Top Fill Humidifiers for Bedroom, 60H Runtime, 28 dB Quiet Supersized Cool Mist Humidifiers for Large Room, Air Humidifier for Home, Baby, Plant, Indoor, Night Light, Ultrasonic\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Paris Hilton Epic Nonstick Pots and Pans Set, Multi-layer Nonstick Coating, Tempered Glass Lids, Soft Touch, Stay Cool Handles, Made without PFOA, Dishwasher Safe Cookware Set, 12-Piece, Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Ninja DZ201 Foodi 8 Quart 6-in-1 DualZone 2-Basket Air Fryer with 2 Independent Frying Baskets, Match Cook & Smart Finish to Roast, Broil, Dehydrate & More for Quick, Easy Meals, Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nespresso Vertuo Next Coffee and Espresso Maker by Breville, Navy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Yankee Candle MidSummer's Night Scented, Classic Large Single Wick Jar Candle, 22oz with Over 110 Hours of Burn Time, Ideal for Dinner Parties, Relaxing Saturdays, and Special Occasions\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,Ionic Hair Dryers for Women & Men - 110,000 RPM Professional High-Speed Blow Dryer with 400 Million Plasma, Magnetic Nozzle, HD Display & Cool/Hot Air Modes | Fast Drying & Thermo-Control\", \"asin\": \"\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ANNE BETTY Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle\", \"asin\": \"\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Slopehill Hair Dryer - 110,000 RPM High-Velocity Fast Drying + Low Noise + Lightweight + Intelligent Temperature Control Hair Care for Home, Salon and Travel (Pink)\", \"asin\": \"\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Oushome Professional Hair Dryer for Fast Drying with 150,000 RPM High-Speed Brushless Motor, 500 Million Negative Ionic, Lightweight and Low Noise, Ideal for Home, Travel, and Salon Use\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise 4 Temp/3 Speeds Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Chikoni Hair Dryer, 130000 RPM High Speed 500 Millions Negative Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo Control Quiet Hair Dryer Magnetic Diffuser for Home Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel & Home - Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types\", \"asin\": \"\", \"price\": \"$59.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional Ionic Hair Dryer for Fast Drying, High Speed Hair Blow Dryer with Diffuser for Home Salon Travel, Constant Temperature Hair Care Without Hair Damage\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"KARFUN Plasma Hair Dryer, 1500W High Speed Blow Dryer with Plasma Tech (Positive+Negative Ionic), LED Display, 5 Temps 2 Speed, Thermo-Control, Fast Drying Plasma Hairdryer for Home or Travel (Gray)\", \"asin\": \"\", \"price\": \"$49.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"\", \"price\": \"$59.49\", \"quantity\": \"\"},\n{\"title\": \"RUBY RAE - Dual Voltage Ionic Hair Dryer - 2000W Professional Blow Dryer with Diffuser - Lightweight - Fast Drying & Low Noise for Salon Quality Styling - 3 Magnetic Attachments for All Hair Types\", \"asin\": \"\", \"price\": \"$99.97\", \"quantity\": \"\"},\n{\"title\": \"OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home\", \"asin\": \"\", \"price\": \"$49.79\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, White\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dekuri Hair Dryer, 110,000 RPM High-Speed Fast Drying Blow Dryer, 200 Million Ionic Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 3 Speeds, Low Noise for Women & Men (Pink)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:52:19.891Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"vegetable chopper\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Vegetable Chopper, Veggie Chopper With 8 Blades, Onion Chopper with Container, Pro All-in-1 Food Chopper Vegetable Cutter, Grater, Dicer, Mandoline Slicer, Stainless steel materials Salad Chopper\", \"asin\": \"B0CWF8L7ZZ\", \"price\": \"$56.49\", \"quantity\": \"\"},\n{\"title\": \"All-in-1 Vegetable Chopper with 8 Blades - Mandoline Slicer - Pro Food Chopper with Container - Veggie Salad Onion Chopper - Potatoe Dicer French Fry Cutter - Cheese Grater - Stainless Steel material\", \"asin\": \"B0CWV7XJ7D\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Ourokhome Vegetable Chopper Cutter with Container, Manual Hand Food Veggie Dicer with 2 Chopping Blades for Potato Strips, Onion Cubers, Carrot Sticks, Essential Kitchen Gadgets (2 in 1, Gray)\", \"asin\": \"B0D8748SVP\", \"price\": \"$18.69\", \"quantity\": \"\"},\n{\"title\": \"Geedel Vegetable Chopper, Onion Chopper Pro Food Chopper, Kitchen Vegetable Slicer Dicer Cutter Grater, Veggie Chopper with container for Salad Onion Potato Carrot (4 in 1, Red)\", \"asin\": \"B0CD6QTS3J\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Commercial Vegetable Fruit Chopper, Professional Potato Slicer, Manual Veggie Chopper Cutter Machine, French Fry Cutter Kitchen,Stainless Steel Blades with 3 Replacement (1/4\\\"+3/8\\\"+1/2\\\" Blades)\", \"asin\": \"B09Q356XJD\", \"price\": \"$106.71\", \"quantity\": \"\"},\n{\"title\": \"Cambom Manual Food Chopper Vegetable Cutter, Hand String Vegetable Chopper Onions Cutter for Vegetable Fruits Nuts BPA Free Food Safe Material, 550ml Gray\", \"asin\": \"B097CW44Q5\", \"price\": \"$11.04\", \"quantity\": \"\"},\n{\"title\": \"Safe Mandoline Slicer, Vegetable Slicer, Potato Clips Slicer,Food Slicer,Thickness Adjustable 1-8mm for Cucumber Potato Carrot Lemon Only Slicer (White)\", \"asin\": \"B0DNYHKDBR\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"Cambom Mandoline Slicer Vegetable Slicer With 2 L Container for Potatoes, Tomatoes, Cucumbers, Carrots With 10 Blades White\", \"asin\": \"B0D4Z35BVC\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Vegetable Chopper Manual Food Chopper with Container, Hand Pull String Veggie Cutter for Salad Garlic Nut Onion\", \"asin\": \"B0D6K54HCC\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"KEOUKE Vegetable Chopper 3 Interchangeable Blades Onion Chopper Multi-functional Potato French Fry Cutter Manual Vegetable Cutter Dicer for Cucumber, Tomato, Carrot with Container & Storage Box, White\", \"asin\": \"B0DPFMGYVF\", \"price\": \"$22.09\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Fullstar Vegetable Chopper and Spiralizer - Food Chopper with Container, Fruit Slicer, Kitchen Gadgets & Accessories, Home Essentials (4 in 1, White)\", \"asin\": \"B0764HS4SL\"},\n{\"title\": \"Fullstar Vegetable Chopper and Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Accessories, Home Essentials (8 in 1, White)\", \"asin\": \"B0D5DM9YHB\"},\n{\"title\": \"Fullstar Vegetable Chopper, Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Gadgets, Home Essentials (6-in-1, White/Black)\", \"asin\": \"B0BHSXFTGH\"}],\n\"search_results\": [{\"title\": \"Vegetable Chopper,Senbowe Multifunctional 13-in-1 Food Choppers Onion Chopper Vegetable Slicer Cutter Dicer Veggie chopper with 8 Blades,Colander Basket,Container for Salad Potato Carrot Garlic\", \"asin\": \"B08YRM8CPM\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper Mandoline Slicer,Veggie Chopper, Multifunctional 10 in 1 Food Choppers, Kitchen Vegetable Slicer Dicer Cutter,Onion Mincer,Cheese Grater,Colander Basket,Kitchen Gadgets (Gray/Green)\", \"asin\": \"B08Y8DYT6P\", \"price\": \"$19.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper Slicer 13-in-1 with Spice Chopper Set 7 Blades Veggie Dicer Onion Fruit Cutter\", \"asin\": \"B0D6JW9M5Z\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"KEOUKE Vegetable Chopper 12in1 Veggie Chopper Slicer Cutter Food Dicer with Container Hand Guard Draining Basket, Grey\", \"asin\": \"B07Z3K23G2\", \"price\": \"$18.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper, Pro Onion Chopper, Multifunctional 13 in 1 Food Chopper, Kitchen Vegetable Slicer Dicer Cutter,Veggie Chopper With 8 Blades,Carrot and Garlic Chopper With Container\\u2026\", \"asin\": \"B09YH5CPQP\", \"price\": \"$23.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Fullstar Vegetable Chopper and Spiralizer - Food Chopper with Container, Fruit Slicer, Kitchen Gadgets & Accessories, Home Essentials (4 in 1, White)\", \"asin\": \"B0764HS4SL\", \"price\": \"$24.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Mueller Vegetable Chopper Mandoline Slicer, Food Veggie Chopper, Cheese Grater, Onion Vegetable Cutter with Container, Dicer, Kitchen Gadgets & Essentials, White Sand/Grey\", \"asin\": \"B0DCKCK326\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"12-in-1 Vegetable Chopper, Kitchen Gadgets, Veggie Chopper, Food Chopper, Onion Chopper, Cucumber Slicer, Versatile Mandoline with 7 Blades, Includes Egg Separator & Finger Guard, Gray\", \"asin\": \"B0DHZ1RH87\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Mueller Pro-Series 10-in-1, 8 Blade Vegetable Chopper, Onion Mincer, Cutter, Dicer, Egg Slicer with Container, French Fry Cutter Potatoe Slicer, Home Essentials & Kitchen Gadgets, Salad Chopper\", \"asin\": \"B08N9Q24M9\", \"price\": \"$24.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper, Multi-Functional 14 in 1 Food Chopper With 3 Blades and 5 Blades for Cutting Onions, Carrots, Tomatoes, Fruits\", \"asin\": \"B0DHXC35XL\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper, 12-in-1 Multifunctional Food Chopper, Professional Onion Chopper with 7 Blades, Vegetable Cutter with Container for Salad, Potato, Carrot, and Garlic; Essential Kitchen Tool (Grey)\", \"asin\": \"B0DJL1DNM3\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Cambom Manual Food Chopper Vegetable Cutter, Hand String Vegetable Chopper Onions Cutter for Vegetable Fruits Nuts BPA Free Food Safe Material, 550ml Gray\", \"asin\": \"B097CW44Q5\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper, RJISZTA 13 in 1 Kitchen Food Onion Vegetable Chopper Slicer Dicer Cutter with 8 Blades, Egg slicer,Storage Container for Tomato Potato Carrot Salad\", \"asin\": \"B09SNY6CWZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper Mandoline Slicer, Food Veggie Chopper, Cheese Grater, Onion Vegetable Cutter with Container, Dicer, Kitchen Gadgets,Includes Bonus Egg Slicer\", \"asin\": \"B0CFKXSQQB\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Manual Food Processor Vegetable Chopper 2.3 Cup Small Mini Hand Pull String Onion Chopper Garlic Mincer Cutter with 3 Stainless Steel Blades - White\", \"asin\": \"B09TDJ82CR\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Fullstar Vegetable Chopper, Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Gadgets, Home Essentials (6-in-1, White/Black)\", \"asin\": \"B0BHSXFTGH\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"HomeHacks Vegetable Chopper Vegetable Cutter, 12 in 1 Kitchen Gadget, Dicer, Slicer, Onion Cutter, Salad, Cheese Grater & Egg Separator - Multi-Functional Veggie Chopper Lid with Handle\", \"asin\": \"B0DPFN8S96\", \"price\": \"$13.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"OXO Good Grips Vegetable Chopper, White\", \"asin\": \"B09WFWN76D\", \"price\": \"$22.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper Mandoline Slicer,Veggie Chopper, Multifunctional 10 in 1 Food Choppers, Kitchen Vegetable Slicer Dicer Cutter,Onion Mincer,Cheese Grater,Colander Basket,Kitchen Gadgets (Gray/Green)\", \"asin\": \"B08Y8DYT6P\", \"price\": \"$19.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper Manual Food Chopper with Container, Hand Pull String Veggie Cutter for Salad Garlic Nut Onion\", \"asin\": \"B0D6K54HCC\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Safe Mandoline Slicer, Vegetable Slicer, Potato Clips Slicer,Food Slicer,Thickness Adjustable 1-8mm for Cucumber Potato Carrot Lemon Only Slicer (White)\", \"asin\": \"B0DNYHKDBR\", \"price\": \"$19.54\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper: Pro Food Chopper with Stainless Steel Blade Chopper - Veggie Chopper with Container for Onion Salad Nut Slicer Dicer Cutter - Dishwasher Safe\", \"asin\": \"B0D7HR6R52\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hamilton Beach Electric Vegetable Chopper & Mini Food Processor, 3-Cup, 350 Watts, for Dicing, Mincing, and Puree, Black (72850)\", \"asin\": \"B06Y2GZWCJ\", \"price\": \"$21.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper,Senbowe Multifunctional 13-in-1 Food Choppers Onion Chopper Vegetable Slicer Cutter Dicer Veggie chopper with 8 Blades,Colander Basket,Container for Salad Potato Carrot Garlic\", \"asin\": \"B08YRM8CPM\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Cambom Manual Food Chopper Vegetable Cutter, Hand String Vegetable Chopper Onions Cutter for Vegetable Fruits Nuts BPA Free Food Safe Material, 550ml Gray\", \"asin\": \"B097CW44Q5\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper Manual Food Chopper with Container, Hand Pull String Veggie Cutter for Salad Garlic Nut Onion\", \"asin\": \"B0D6K54HCC\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Fullstar All-in-1 Vegetable Chopper and Mandoline Slicer for Kitchen - Cheese Grater, French Fry Cutter, Cheese Slicer - Bonus Handheld Spiralizer Included (6 in 1, Black/White)\", \"asin\": \"B07VG4S38C\", \"price\": \"$36.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Vidalia Chop Wizard, Vegetable and Fruit Chopper with 2 Cup Base, Stainless Steel Blades, Dishwasher Safe\", \"asin\": \"B000I6JZWA\", \"price\": \"$19.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Cuisinart Chopper, Stainless Steel/Black, CTG-00-SCHP, 8.2\\\" x 3.9\\\" x 3.9\\\"\", \"asin\": \"B007TFNSLC\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Pro-Series 16-in-1 Vegetable Chopper, Dewpeton Mandoline Slicer, Veggie Chopper, Food Chopper with Container, Vegetable Cutter & Spiralizer for Onion Salad (Home Essential Gadget & Kitchen)\", \"asin\": \"B0BQCSGC64\", \"price\": \"$23.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"12-in-1 Vegetable Chopper, 7 Blade Veggie Chopper, Practical Food Chopper with Container, Cheese Grater, Home Essentials & Kitchen Gadgets(Green/Grey)\", \"asin\": \"B0D5Q9FHMD\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"GANIZA Food Processors, Electric Food Chopper with Meat Grinder & Vegetable Chopper - 2 Bowls (8 Cup+8 Cup) with Powerful 450W Copper Motor - Includes 2 Sets of Bi-Level Blades for Fruits/Meat/Nuts\", \"asin\": \"B0BRMM85HG\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Fullstar Vegetable Chopper and Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Accessories, Home Essentials (8 in 1, White)\", \"asin\": \"B0D5DM9YHB\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Ourokhome Vegetable Chopper Onion Cutter, 12 in 1 Professional Mandoline Slicer for Kitchen, Multifunctional Food Chopper for Potato, Tomato, Veggie with Strainer Basket, 8 Blades, Gray\", \"asin\": \"B07YWCHX5V\", \"price\": \"$17.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"VEVOR Commercial Vegetable Chopper w/ 4 Replacement Blades, Stainless Steel French Fry Cutter Potato Dicer & Fruit Slicer for Restaurants & Home Kitchen\", \"asin\": \"B0963PZB9L\", \"price\": \"$80.99\", \"delivery\": \"FREE delivery Fri, Apr 4 for Prime members\"},\n{\"title\": \"KitchenAid KFC3516CU 3.5 Cup Food Chopper, Contour Silver\", \"asin\": \"B01LX8I3R3\", \"price\": \"$54.95\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Fullstar Vegetable Chopper and Mandoline Slicer for Kitchen, Food Chopper with Container & Lid, Cheese Grater (8 in 1 - White)\", \"asin\": \"B0DBJ8Q1SB\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"ROVSUN Commercial Vegetable Chopper French Fry Cutter with 4 Sizes Blades, Potato Dicer Slicer Fruit Chopper Stainless Steel for Restaurant, Home & Kitchen, 1/2\\\", 3/8\\\", 1/4\\\" & 8-Wedge Blades\", \"asin\": \"B07JVGLWWY\", \"price\": \"$81.99\", \"delivery\": \"FREE delivery Apr 2 - 4\"},\n{\"title\": \"Vegetable Chopper, Pro Onion Chopper, 14 in 1Multifunctional Food Chopper, Kitchen Vegetable Slicer Dicer Cutter,Veggie Chopper With 8 Blades,Carrot and Garlic Chopper With Container (Gray)\", \"asin\": \"B0B41NL1JC\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Ourokhome Manual Food Processor Vegetable Chopper, Portable Hand Pull String Garlic Mincer Onion Cutter for Veggies, Ginger, Fruits, Nuts, Herbs, etc., 500ml, Grey\", \"asin\": \"B096Z5C4LK\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"BLACK+DECKER 1.5-Cup Electric Food Chopper, One Touch Pulse, 150W Motor, Stay-Sharp Blade, Dishwasher Safe\", \"asin\": \"B01LYR6VNZ\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"LHS Vegetable Chopper Slicer Veggie Chopper Dicer Cutter Multifunctional Food Chopper Onion Chopper Salad Potato Cutter Vegetable Chopper with Container (7 in 1,Green)\", \"asin\": \"B07DKDNMS3\", \"price\": \"$15.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"OXO Good Grips Vegetable and Onion Chopper with Easy Pour Opening White\", \"asin\": \"B01BKWJ86I\", \"price\": \"$17.42\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31 Only 9 left in stock - order soon.\"},\n{\"title\": \"ONCE FOR ALL Upgrade Safe Mandoline Slicer Plus, Biger Size, Adjustable Vegetable Food Chopper Potato Fries Cutter, Detachable Blade, Kitchen Chopping Artifact, Gift (SkyBlue)\", \"asin\": \"B09YH81B9Z\", \"price\": \"$36.54\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"DASH Safe Slice\\u00ae Mandoline Slicer, Julienne + Dicer for Vegetables, Meal Prep & More with 30+ Presets & Thickness Adjuster - Grey\", \"asin\": \"B07XZYXYK9\", \"price\": \"$39.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Chopper Vegetable Cutter Food Chopper with Container Onion Chopper Dicer Vegetable Chopper Veggie Chopper Garlic Chopper Nut Chopper Manual Hand, White\", \"asin\": \"B0DBF4M2S6\", \"price\": \"$16.95\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"VEVOR Commercial Vegetable Fruit Chopper, Stainless Steel French Fry Cutter w/ 4 Blades 1/4\\\" 3/8\\\" 1/2\\\", Vegetable Chopper Dicer w/Stainless Bowl, Heavy Duty Cutter for Potato Tomato Onion Mushroom\", \"asin\": \"B09PQWGJCS\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Mon, Apr 7 for Prime members\"},\n{\"title\": \"Cuisinart Food Processor, Mini-Prep 3 Cup, 24 oz, Brushed Chrome and Nickel, DLC-2ABC\", \"asin\": \"B0000645YM\", \"price\": \"$29.22\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Vegetable Chopper,12 in 1 Multifunctional Food Chopper,Pro Onion Chopper with 7 Blades,Veggie Chopper with Container,Chopper Vegetable Cutter for Salad Potato Carrot Garlic,Kitchen Essential(White)\", \"asin\": \"B0DPJ5GQ7M\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Cuisinart Food Processor 14-Cup Vegetable Chopper for Mincing, Dicing, Shredding, Puree & Kneading Dough, Stainless Steel, DFP-14BCNY\", \"asin\": \"B01AXM4WV2\", \"price\": \"$199.95\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"GORILLA GRIP Heavy Duty 12-in-1 Vegetable Chopper, 6 Blades, Food Choppers with Container, Cucumber Mandoline Slicer, Dice Onions, Slice Veggies, Chop Salad, Home Essential Kitchen Gadgets Tool, Red\", \"asin\": \"B0CL7NDPL1\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper, Onion Chopper, Multi 11-in-1 Food Choppers, Vegetable Slicer Cutter, Chopper for Onion Tomato Fruit, Mandoline Slicer Cutter Chopper, Quality Kitchen Appliance\", \"asin\": \"B09R1FBGM3\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Kuhn Rikon Pull Chop Chopper/Manual Food Processor with Cord Mechanism, Green, 2-Cup\", \"asin\": \"B004QGXND0\", \"price\": \"$34.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Progressive International Onion Chopper \\u2013 Green/White, Standard, for Quick and Easy Dicing and Chopping\", \"asin\": \"B00OD0LYXU\", \"price\": \"$17.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Chef'n 102-239-005 VeggiChop Hand-Powered Food Chopper, Set of 1, Cherry\", \"asin\": \"B004HINF3U\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"All-in-1 Vegetable Chopper with 8 Blades - Mandoline Slicer - Pro Food Chopper with Container - Veggie Salad Onion Chopper - Potatoe Dicer French Fry Cutter - Cheese Grater - Stainless Steel material\", \"asin\": \"B0CWV7XJ7D\", \"price\": \"$59.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Geedel Hand Food Chopper, Quick Manual Vegetable Processor, Easy To Clean Rotary Dicer Mincer Mixer Blender for Onion, Garlic, Salad, Salsa, Nuts, Meat, Fruit, Ice, etc\", \"asin\": \"B07ZCQ4LPN\", \"price\": \"$22.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Kitchen in the box Mini Food Processors,400W Powerful Mini Meat Grinder & Food Chopper,Electric Vegetable Chopper with One 3 Cup Bowl & S Blades for Meat/Fish/Vegetable/Baby Food,3cup(1bowl)\", \"asin\": \"B0D8B1ZR84\", \"price\": \"$24.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Brieftons Express Manual Food Chopper: Large 8.5-Cup, Hand Chopper Vegetable Cutter to Chop Veggies, Fruits, Herbs, Garlic Onion Chopper for Salsa, Salad, Pesto, Guacamole, Coleslaw, Indian Cooking\", \"asin\": \"B07YZ4D737\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Cuisinart CTG-00-BXCHP6 Vegetable and Fruit Chopper,White\", \"asin\": \"B08Q3WC3B9\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:52:51.250Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-29T23:52:51.250Z
|
click
|
search
|
rule
|
train
| 3,006
|
2025-03-29T23:52:51.250Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "vegetable chopper"}],
"cart_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$56.98", "quantity": "1"},
{"title": "License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)", "asin": "B01BB6YL60", "price": "$9.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.85", "quantity": "1"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.99"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.79"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "Vegetable Chopper, Veggie Chopper With 8 Blades, Onion Chopper with Container, Pro All-in-1 Food Chopper Vegetable Cutter, Grater, Dicer, Mandoline Slicer, Stainless steel materials Salad Chopper", "asin": "B0CWF8L7ZZ", "price": "$56.49", "quantity": ""},
{"title": "All-in-1 Vegetable Chopper with 8 Blades - Mandoline Slicer - Pro Food Chopper with Container - Veggie Salad Onion Chopper - Potatoe Dicer French Fry Cutter - Cheese Grater - Stainless Steel material", "asin": "B0CWV7XJ7D", "price": "$59.99", "quantity": ""},
{"title": "Ourokhome Vegetable Chopper Cutter with Container, Manual Hand Food Veggie Dicer with 2 Chopping Blades for Potato Strips, Onion Cubers, Carrot Sticks, Essential Kitchen Gadgets (2 in 1, Gray)", "asin": "B0D8748SVP", "price": "$18.69", "quantity": ""},
{"title": "Geedel Vegetable Chopper, Onion Chopper Pro Food Chopper, Kitchen Vegetable Slicer Dicer Cutter Grater, Veggie Chopper with container for Salad Onion Potato Carrot (4 in 1, Red)", "asin": "B0CD6QTS3J", "price": "$16.99", "quantity": ""},
{"title": "Commercial Vegetable Fruit Chopper, Professional Potato Slicer, Manual Veggie Chopper Cutter Machine, French Fry Cutter Kitchen,Stainless Steel Blades with 3 Replacement (1/4\"+3/8\"+1/2\" Blades)", "asin": "B09Q356XJD", "price": "$106.71", "quantity": ""},
{"title": "Cambom Manual Food Chopper Vegetable Cutter, Hand String Vegetable Chopper Onions Cutter for Vegetable Fruits Nuts BPA Free Food Safe Material, 550ml Gray", "asin": "B097CW44Q5", "price": "$11.04", "quantity": ""},
{"title": "Safe Mandoline Slicer, Vegetable Slicer, Potato Clips Slicer,Food Slicer,Thickness Adjustable 1-8mm for Cucumber Potato Carrot Lemon Only Slicer (White)", "asin": "B0DNYHKDBR", "price": "$19.54", "quantity": ""},
{"title": "Cambom Mandoline Slicer Vegetable Slicer With 2 L Container for Potatoes, Tomatoes, Cucumbers, Carrots With 10 Blades White", "asin": "B0D4Z35BVC", "price": "$12.99", "quantity": ""},
{"title": "Vegetable Chopper Manual Food Chopper with Container, Hand Pull String Veggie Cutter for Salad Garlic Nut Onion", "asin": "B0D6K54HCC", "price": "$6.99", "quantity": ""},
{"title": "KEOUKE Vegetable Chopper 3 Interchangeable Blades Onion Chopper Multi-functional Potato French Fry Cutter Manual Vegetable Cutter Dicer for Cucumber, Tomato, Carrot with Container & Storage Box, White", "asin": "B0DPFMGYVF", "price": "$22.09", "quantity": ""}],
"ads": [{"title": "Fullstar Vegetable Chopper and Spiralizer - Food Chopper with Container, Fruit Slicer, Kitchen Gadgets & Accessories, Home Essentials (4 in 1, White)", "asin": "B0764HS4SL"},
{"title": "Fullstar Vegetable Chopper and Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Accessories, Home Essentials (8 in 1, White)", "asin": "B0D5DM9YHB"},
{"title": "Fullstar Vegetable Chopper, Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Gadgets, Home Essentials (6-in-1, White/Black)", "asin": "B0BHSXFTGH"}],
"search_results": [{"title": "Vegetable Chopper,Senbowe Multifunctional 13-in-1 Food Choppers Onion Chopper Vegetable Slicer Cutter Dicer Veggie chopper with 8 Blades,Colander Basket,Container for Salad Potato Carrot Garlic", "asin": "B08YRM8CPM", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Vegetable Chopper Mandoline Slicer,Veggie Chopper, Multifunctional 10 in 1 Food Choppers, Kitchen Vegetable Slicer Dicer Cutter,Onion Mincer,Cheese Grater,Colander Basket,Kitchen Gadgets (Gray/Green)", "asin": "B08Y8DYT6P", "price": "$19.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Vegetable Chopper Slicer 13-in-1 with Spice Chopper Set 7 Blades Veggie Dicer Onion Fruit Cutter", "asin": "B0D6JW9M5Z", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "KEOUKE Vegetable Chopper 12in1 Veggie Chopper Slicer Cutter Food Dicer with Container Hand Guard Draining Basket, Grey", "asin": "B07Z3K23G2", "price": "$18.69", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Vegetable Chopper, Pro Onion Chopper, Multifunctional 13 in 1 Food Chopper, Kitchen Vegetable Slicer Dicer Cutter,Veggie Chopper With 8 Blades,Carrot and Garlic Chopper With Container\u2026", "asin": "B09YH5CPQP", "price": "$23.84", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Fullstar Vegetable Chopper and Spiralizer - Food Chopper with Container, Fruit Slicer, Kitchen Gadgets & Accessories, Home Essentials (4 in 1, White)", "asin": "B0764HS4SL", "price": "$24.87", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Mueller Vegetable Chopper Mandoline Slicer, Food Veggie Chopper, Cheese Grater, Onion Vegetable Cutter with Container, Dicer, Kitchen Gadgets & Essentials, White Sand/Grey", "asin": "B0DCKCK326", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "12-in-1 Vegetable Chopper, Kitchen Gadgets, Veggie Chopper, Food Chopper, Onion Chopper, Cucumber Slicer, Versatile Mandoline with 7 Blades, Includes Egg Separator & Finger Guard, Gray", "asin": "B0DHZ1RH87", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Mueller Pro-Series 10-in-1, 8 Blade Vegetable Chopper, Onion Mincer, Cutter, Dicer, Egg Slicer with Container, French Fry Cutter Potatoe Slicer, Home Essentials & Kitchen Gadgets, Salad Chopper", "asin": "B08N9Q24M9", "price": "$24.87", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Vegetable Chopper, Multi-Functional 14 in 1 Food Chopper With 3 Blades and 5 Blades for Cutting Onions, Carrots, Tomatoes, Fruits", "asin": "B0DHXC35XL", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Vegetable Chopper, 12-in-1 Multifunctional Food Chopper, Professional Onion Chopper with 7 Blades, Vegetable Cutter with Container for Salad, Potato, Carrot, and Garlic; Essential Kitchen Tool (Grey)", "asin": "B0DJL1DNM3", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Cambom Manual Food Chopper Vegetable Cutter, Hand String Vegetable Chopper Onions Cutter for Vegetable Fruits Nuts BPA Free Food Safe Material, 550ml Gray", "asin": "B097CW44Q5", "price": "$11.04", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Vegetable Chopper, RJISZTA 13 in 1 Kitchen Food Onion Vegetable Chopper Slicer Dicer Cutter with 8 Blades, Egg slicer,Storage Container for Tomato Potato Carrot Salad", "asin": "B09SNY6CWZ", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Vegetable Chopper Mandoline Slicer, Food Veggie Chopper, Cheese Grater, Onion Vegetable Cutter with Container, Dicer, Kitchen Gadgets,Includes Bonus Egg Slicer", "asin": "B0CFKXSQQB", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Manual Food Processor Vegetable Chopper 2.3 Cup Small Mini Hand Pull String Onion Chopper Garlic Mincer Cutter with 3 Stainless Steel Blades - White", "asin": "B09TDJ82CR", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Fullstar Vegetable Chopper, Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Gadgets, Home Essentials (6-in-1, White/Black)", "asin": "B0BHSXFTGH", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "HomeHacks Vegetable Chopper Vegetable Cutter, 12 in 1 Kitchen Gadget, Dicer, Slicer, Onion Cutter, Salad, Cheese Grater & Egg Separator - Multi-Functional Veggie Chopper Lid with Handle", "asin": "B0DPFN8S96", "price": "$13.59", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "OXO Good Grips Vegetable Chopper, White", "asin": "B09WFWN76D", "price": "$22.69", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Vegetable Chopper Mandoline Slicer,Veggie Chopper, Multifunctional 10 in 1 Food Choppers, Kitchen Vegetable Slicer Dicer Cutter,Onion Mincer,Cheese Grater,Colander Basket,Kitchen Gadgets (Gray/Green)", "asin": "B08Y8DYT6P", "price": "$19.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Vegetable Chopper Manual Food Chopper with Container, Hand Pull String Veggie Cutter for Salad Garlic Nut Onion", "asin": "B0D6K54HCC", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Safe Mandoline Slicer, Vegetable Slicer, Potato Clips Slicer,Food Slicer,Thickness Adjustable 1-8mm for Cucumber Potato Carrot Lemon Only Slicer (White)", "asin": "B0DNYHKDBR", "price": "$19.54", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Vegetable Chopper: Pro Food Chopper with Stainless Steel Blade Chopper - Veggie Chopper with Container for Onion Salad Nut Slicer Dicer Cutter - Dishwasher Safe", "asin": "B0D7HR6R52", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hamilton Beach Electric Vegetable Chopper & Mini Food Processor, 3-Cup, 350 Watts, for Dicing, Mincing, and Puree, Black (72850)", "asin": "B06Y2GZWCJ", "price": "$21.75", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Vegetable Chopper,Senbowe Multifunctional 13-in-1 Food Choppers Onion Chopper Vegetable Slicer Cutter Dicer Veggie chopper with 8 Blades,Colander Basket,Container for Salad Potato Carrot Garlic", "asin": "B08YRM8CPM", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Cambom Manual Food Chopper Vegetable Cutter, Hand String Vegetable Chopper Onions Cutter for Vegetable Fruits Nuts BPA Free Food Safe Material, 550ml Gray", "asin": "B097CW44Q5", "price": "$11.04", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Vegetable Chopper Manual Food Chopper with Container, Hand Pull String Veggie Cutter for Salad Garlic Nut Onion", "asin": "B0D6K54HCC", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Fullstar All-in-1 Vegetable Chopper and Mandoline Slicer for Kitchen - Cheese Grater, French Fry Cutter, Cheese Slicer - Bonus Handheld Spiralizer Included (6 in 1, Black/White)", "asin": "B07VG4S38C", "price": "$36.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Vidalia Chop Wizard, Vegetable and Fruit Chopper with 2 Cup Base, Stainless Steel Blades, Dishwasher Safe", "asin": "B000I6JZWA", "price": "$19.55", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Cuisinart Chopper, Stainless Steel/Black, CTG-00-SCHP, 8.2\" x 3.9\" x 3.9\"", "asin": "B007TFNSLC", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pro-Series 16-in-1 Vegetable Chopper, Dewpeton Mandoline Slicer, Veggie Chopper, Food Chopper with Container, Vegetable Cutter & Spiralizer for Onion Salad (Home Essential Gadget & Kitchen)", "asin": "B0BQCSGC64", "price": "$23.39", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "12-in-1 Vegetable Chopper, 7 Blade Veggie Chopper, Practical Food Chopper with Container, Cheese Grater, Home Essentials & Kitchen Gadgets(Green/Grey)", "asin": "B0D5Q9FHMD", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "GANIZA Food Processors, Electric Food Chopper with Meat Grinder & Vegetable Chopper - 2 Bowls (8 Cup+8 Cup) with Powerful 450W Copper Motor - Includes 2 Sets of Bi-Level Blades for Fruits/Meat/Nuts", "asin": "B0BRMM85HG", "price": "$29.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Fullstar Vegetable Chopper and Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Accessories, Home Essentials (8 in 1, White)", "asin": "B0D5DM9YHB", "price": "$34.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Ourokhome Vegetable Chopper Onion Cutter, 12 in 1 Professional Mandoline Slicer for Kitchen, Multifunctional Food Chopper for Potato, Tomato, Veggie with Strainer Basket, 8 Blades, Gray", "asin": "B07YWCHX5V", "price": "$17.84", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "VEVOR Commercial Vegetable Chopper w/ 4 Replacement Blades, Stainless Steel French Fry Cutter Potato Dicer & Fruit Slicer for Restaurants & Home Kitchen", "asin": "B0963PZB9L", "price": "$80.99", "delivery": "FREE delivery Fri, Apr 4 for Prime members"},
{"title": "KitchenAid KFC3516CU 3.5 Cup Food Chopper, Contour Silver", "asin": "B01LX8I3R3", "price": "$54.95", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Fullstar Vegetable Chopper and Mandoline Slicer for Kitchen, Food Chopper with Container & Lid, Cheese Grater (8 in 1 - White)", "asin": "B0DBJ8Q1SB", "price": "$29.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "ROVSUN Commercial Vegetable Chopper French Fry Cutter with 4 Sizes Blades, Potato Dicer Slicer Fruit Chopper Stainless Steel for Restaurant, Home & Kitchen, 1/2\", 3/8\", 1/4\" & 8-Wedge Blades", "asin": "B07JVGLWWY", "price": "$81.99", "delivery": "FREE delivery Apr 2 - 4"},
{"title": "Vegetable Chopper, Pro Onion Chopper, 14 in 1Multifunctional Food Chopper, Kitchen Vegetable Slicer Dicer Cutter,Veggie Chopper With 8 Blades,Carrot and Garlic Chopper With Container (Gray)", "asin": "B0B41NL1JC", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Ourokhome Manual Food Processor Vegetable Chopper, Portable Hand Pull String Garlic Mincer Onion Cutter for Veggies, Ginger, Fruits, Nuts, Herbs, etc., 500ml, Grey", "asin": "B096Z5C4LK", "price": "$12.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "BLACK+DECKER 1.5-Cup Electric Food Chopper, One Touch Pulse, 150W Motor, Stay-Sharp Blade, Dishwasher Safe", "asin": "B01LYR6VNZ", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "LHS Vegetable Chopper Slicer Veggie Chopper Dicer Cutter Multifunctional Food Chopper Onion Chopper Salad Potato Cutter Vegetable Chopper with Container (7 in 1,Green)", "asin": "B07DKDNMS3", "price": "$15.38", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "OXO Good Grips Vegetable and Onion Chopper with Easy Pour Opening White", "asin": "B01BKWJ86I", "price": "$17.42", "delivery": " Two-Day FREE delivery Mon, Mar 31 Only 9 left in stock - order soon."},
{"title": "ONCE FOR ALL Upgrade Safe Mandoline Slicer Plus, Biger Size, Adjustable Vegetable Food Chopper Potato Fries Cutter, Detachable Blade, Kitchen Chopping Artifact, Gift (SkyBlue)", "asin": "B09YH81B9Z", "price": "$36.54", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "DASH Safe Slice\u00ae Mandoline Slicer, Julienne + Dicer for Vegetables, Meal Prep & More with 30+ Presets & Thickness Adjuster - Grey", "asin": "B07XZYXYK9", "price": "$39.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Chopper Vegetable Cutter Food Chopper with Container Onion Chopper Dicer Vegetable Chopper Veggie Chopper Garlic Chopper Nut Chopper Manual Hand, White", "asin": "B0DBF4M2S6", "price": "$16.95", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "VEVOR Commercial Vegetable Fruit Chopper, Stainless Steel French Fry Cutter w/ 4 Blades 1/4\" 3/8\" 1/2\", Vegetable Chopper Dicer w/Stainless Bowl, Heavy Duty Cutter for Potato Tomato Onion Mushroom", "asin": "B09PQWGJCS", "price": "$89.99", "delivery": "FREE delivery Mon, Apr 7 for Prime members"},
{"title": "Cuisinart Food Processor, Mini-Prep 3 Cup, 24 oz, Brushed Chrome and Nickel, DLC-2ABC", "asin": "B0000645YM", "price": "$29.22", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Vegetable Chopper,12 in 1 Multifunctional Food Chopper,Pro Onion Chopper with 7 Blades,Veggie Chopper with Container,Chopper Vegetable Cutter for Salad Potato Carrot Garlic,Kitchen Essential(White)", "asin": "B0DPJ5GQ7M", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Cuisinart Food Processor 14-Cup Vegetable Chopper for Mincing, Dicing, Shredding, Puree & Kneading Dough, Stainless Steel, DFP-14BCNY", "asin": "B01AXM4WV2", "price": "$199.95", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "GORILLA GRIP Heavy Duty 12-in-1 Vegetable Chopper, 6 Blades, Food Choppers with Container, Cucumber Mandoline Slicer, Dice Onions, Slice Veggies, Chop Salad, Home Essential Kitchen Gadgets Tool, Red", "asin": "B0CL7NDPL1", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Vegetable Chopper, Onion Chopper, Multi 11-in-1 Food Choppers, Vegetable Slicer Cutter, Chopper for Onion Tomato Fruit, Mandoline Slicer Cutter Chopper, Quality Kitchen Appliance", "asin": "B09R1FBGM3", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Kuhn Rikon Pull Chop Chopper/Manual Food Processor with Cord Mechanism, Green, 2-Cup", "asin": "B004QGXND0", "price": "$34.00", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Progressive International Onion Chopper \u2013 Green/White, Standard, for Quick and Easy Dicing and Chopping", "asin": "B00OD0LYXU", "price": "$17.47", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Chef'n 102-239-005 VeggiChop Hand-Powered Food Chopper, Set of 1, Cherry", "asin": "B004HINF3U", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "All-in-1 Vegetable Chopper with 8 Blades - Mandoline Slicer - Pro Food Chopper with Container - Veggie Salad Onion Chopper - Potatoe Dicer French Fry Cutter - Cheese Grater - Stainless Steel material", "asin": "B0CWV7XJ7D", "price": "$59.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Geedel Hand Food Chopper, Quick Manual Vegetable Processor, Easy To Clean Rotary Dicer Mincer Mixer Blender for Onion, Garlic, Salad, Salsa, Nuts, Meat, Fruit, Ice, etc", "asin": "B07ZCQ4LPN", "price": "$22.09", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Kitchen in the box Mini Food Processors,400W Powerful Mini Meat Grinder & Food Chopper,Electric Vegetable Chopper with One 3 Cup Bowl & S Blades for Meat/Fish/Vegetable/Baby Food,3cup(1bowl)", "asin": "B0D8B1ZR84", "price": "$24.65", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Brieftons Express Manual Food Chopper: Large 8.5-Cup, Hand Chopper Vegetable Cutter to Chop Veggies, Fruits, Herbs, Garlic Onion Chopper for Salsa, Salad, Pesto, Guacamole, Coleslaw, Indian Cooking", "asin": "B07YZ4D737", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Cuisinart CTG-00-BXCHP6 Vegetable and Fruit Chopper,White", "asin": "B08Q3WC3B9", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-29T23:52:51.250Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-29T23:52:51.250Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-29T23:52:51.250Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 3006,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"vegetable chopper\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Vegetable Chopper, Veggie Chopper With 8 Blades, Onion Chopper with Container, Pro All-in-1 Food Chopper Vegetable Cutter, Grater, Dicer, Mandoline Slicer, Stainless steel materials Salad Chopper\", \"asin\": \"B0CWF8L7ZZ\", \"price\": \"$56.49\", \"quantity\": \"\"},\n{\"title\": \"All-in-1 Vegetable Chopper with 8 Blades - Mandoline Slicer - Pro Food Chopper with Container - Veggie Salad Onion Chopper - Potatoe Dicer French Fry Cutter - Cheese Grater - Stainless Steel material\", \"asin\": \"B0CWV7XJ7D\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Ourokhome Vegetable Chopper Cutter with Container, Manual Hand Food Veggie Dicer with 2 Chopping Blades for Potato Strips, Onion Cubers, Carrot Sticks, Essential Kitchen Gadgets (2 in 1, Gray)\", \"asin\": \"B0D8748SVP\", \"price\": \"$18.69\", \"quantity\": \"\"},\n{\"title\": \"Geedel Vegetable Chopper, Onion Chopper Pro Food Chopper, Kitchen Vegetable Slicer Dicer Cutter Grater, Veggie Chopper with container for Salad Onion Potato Carrot (4 in 1, Red)\", \"asin\": \"B0CD6QTS3J\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Commercial Vegetable Fruit Chopper, Professional Potato Slicer, Manual Veggie Chopper Cutter Machine, French Fry Cutter Kitchen,Stainless Steel Blades with 3 Replacement (1/4\\\"+3/8\\\"+1/2\\\" Blades)\", \"asin\": \"B09Q356XJD\", \"price\": \"$106.71\", \"quantity\": \"\"},\n{\"title\": \"Cambom Manual Food Chopper Vegetable Cutter, Hand String Vegetable Chopper Onions Cutter for Vegetable Fruits Nuts BPA Free Food Safe Material, 550ml Gray\", \"asin\": \"B097CW44Q5\", \"price\": \"$11.04\", \"quantity\": \"\"},\n{\"title\": \"Safe Mandoline Slicer, Vegetable Slicer, Potato Clips Slicer,Food Slicer,Thickness Adjustable 1-8mm for Cucumber Potato Carrot Lemon Only Slicer (White)\", \"asin\": \"B0DNYHKDBR\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"Cambom Mandoline Slicer Vegetable Slicer With 2 L Container for Potatoes, Tomatoes, Cucumbers, Carrots With 10 Blades White\", \"asin\": \"B0D4Z35BVC\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Vegetable Chopper Manual Food Chopper with Container, Hand Pull String Veggie Cutter for Salad Garlic Nut Onion\", \"asin\": \"B0D6K54HCC\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"KEOUKE Vegetable Chopper 3 Interchangeable Blades Onion Chopper Multi-functional Potato French Fry Cutter Manual Vegetable Cutter Dicer for Cucumber, Tomato, Carrot with Container & Storage Box, White\", \"asin\": \"B0DPFMGYVF\", \"price\": \"$22.09\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Fullstar Vegetable Chopper and Spiralizer - Food Chopper with Container, Fruit Slicer, Kitchen Gadgets & Accessories, Home Essentials (4 in 1, White)\", \"asin\": \"B0764HS4SL\"},\n{\"title\": \"Fullstar Vegetable Chopper and Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Accessories, Home Essentials (8 in 1, White)\", \"asin\": \"B0D5DM9YHB\"},\n{\"title\": \"Fullstar Vegetable Chopper, Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Gadgets, Home Essentials (6-in-1, White/Black)\", \"asin\": \"B0BHSXFTGH\"}],\n\"search_results\": [{\"title\": \"Vegetable Chopper,Senbowe Multifunctional 13-in-1 Food Choppers Onion Chopper Vegetable Slicer Cutter Dicer Veggie chopper with 8 Blades,Colander Basket,Container for Salad Potato Carrot Garlic\", \"asin\": \"B08YRM8CPM\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper Mandoline Slicer,Veggie Chopper, Multifunctional 10 in 1 Food Choppers, Kitchen Vegetable Slicer Dicer Cutter,Onion Mincer,Cheese Grater,Colander Basket,Kitchen Gadgets (Gray/Green)\", \"asin\": \"B08Y8DYT6P\", \"price\": \"$19.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper Slicer 13-in-1 with Spice Chopper Set 7 Blades Veggie Dicer Onion Fruit Cutter\", \"asin\": \"B0D6JW9M5Z\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"KEOUKE Vegetable Chopper 12in1 Veggie Chopper Slicer Cutter Food Dicer with Container Hand Guard Draining Basket, Grey\", \"asin\": \"B07Z3K23G2\", \"price\": \"$18.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper, Pro Onion Chopper, Multifunctional 13 in 1 Food Chopper, Kitchen Vegetable Slicer Dicer Cutter,Veggie Chopper With 8 Blades,Carrot and Garlic Chopper With Container\\u2026\", \"asin\": \"B09YH5CPQP\", \"price\": \"$23.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Fullstar Vegetable Chopper and Spiralizer - Food Chopper with Container, Fruit Slicer, Kitchen Gadgets & Accessories, Home Essentials (4 in 1, White)\", \"asin\": \"B0764HS4SL\", \"price\": \"$24.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Mueller Vegetable Chopper Mandoline Slicer, Food Veggie Chopper, Cheese Grater, Onion Vegetable Cutter with Container, Dicer, Kitchen Gadgets & Essentials, White Sand/Grey\", \"asin\": \"B0DCKCK326\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"12-in-1 Vegetable Chopper, Kitchen Gadgets, Veggie Chopper, Food Chopper, Onion Chopper, Cucumber Slicer, Versatile Mandoline with 7 Blades, Includes Egg Separator & Finger Guard, Gray\", \"asin\": \"B0DHZ1RH87\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Mueller Pro-Series 10-in-1, 8 Blade Vegetable Chopper, Onion Mincer, Cutter, Dicer, Egg Slicer with Container, French Fry Cutter Potatoe Slicer, Home Essentials & Kitchen Gadgets, Salad Chopper\", \"asin\": \"B08N9Q24M9\", \"price\": \"$24.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper, Multi-Functional 14 in 1 Food Chopper With 3 Blades and 5 Blades for Cutting Onions, Carrots, Tomatoes, Fruits\", \"asin\": \"B0DHXC35XL\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper, 12-in-1 Multifunctional Food Chopper, Professional Onion Chopper with 7 Blades, Vegetable Cutter with Container for Salad, Potato, Carrot, and Garlic; Essential Kitchen Tool (Grey)\", \"asin\": \"B0DJL1DNM3\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Cambom Manual Food Chopper Vegetable Cutter, Hand String Vegetable Chopper Onions Cutter for Vegetable Fruits Nuts BPA Free Food Safe Material, 550ml Gray\", \"asin\": \"B097CW44Q5\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper, RJISZTA 13 in 1 Kitchen Food Onion Vegetable Chopper Slicer Dicer Cutter with 8 Blades, Egg slicer,Storage Container for Tomato Potato Carrot Salad\", \"asin\": \"B09SNY6CWZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper Mandoline Slicer, Food Veggie Chopper, Cheese Grater, Onion Vegetable Cutter with Container, Dicer, Kitchen Gadgets,Includes Bonus Egg Slicer\", \"asin\": \"B0CFKXSQQB\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Manual Food Processor Vegetable Chopper 2.3 Cup Small Mini Hand Pull String Onion Chopper Garlic Mincer Cutter with 3 Stainless Steel Blades - White\", \"asin\": \"B09TDJ82CR\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Fullstar Vegetable Chopper, Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Gadgets, Home Essentials (6-in-1, White/Black)\", \"asin\": \"B0BHSXFTGH\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"HomeHacks Vegetable Chopper Vegetable Cutter, 12 in 1 Kitchen Gadget, Dicer, Slicer, Onion Cutter, Salad, Cheese Grater & Egg Separator - Multi-Functional Veggie Chopper Lid with Handle\", \"asin\": \"B0DPFN8S96\", \"price\": \"$13.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"OXO Good Grips Vegetable Chopper, White\", \"asin\": \"B09WFWN76D\", \"price\": \"$22.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper Mandoline Slicer,Veggie Chopper, Multifunctional 10 in 1 Food Choppers, Kitchen Vegetable Slicer Dicer Cutter,Onion Mincer,Cheese Grater,Colander Basket,Kitchen Gadgets (Gray/Green)\", \"asin\": \"B08Y8DYT6P\", \"price\": \"$19.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper Manual Food Chopper with Container, Hand Pull String Veggie Cutter for Salad Garlic Nut Onion\", \"asin\": \"B0D6K54HCC\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Safe Mandoline Slicer, Vegetable Slicer, Potato Clips Slicer,Food Slicer,Thickness Adjustable 1-8mm for Cucumber Potato Carrot Lemon Only Slicer (White)\", \"asin\": \"B0DNYHKDBR\", \"price\": \"$19.54\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper: Pro Food Chopper with Stainless Steel Blade Chopper - Veggie Chopper with Container for Onion Salad Nut Slicer Dicer Cutter - Dishwasher Safe\", \"asin\": \"B0D7HR6R52\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hamilton Beach Electric Vegetable Chopper & Mini Food Processor, 3-Cup, 350 Watts, for Dicing, Mincing, and Puree, Black (72850)\", \"asin\": \"B06Y2GZWCJ\", \"price\": \"$21.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper,Senbowe Multifunctional 13-in-1 Food Choppers Onion Chopper Vegetable Slicer Cutter Dicer Veggie chopper with 8 Blades,Colander Basket,Container for Salad Potato Carrot Garlic\", \"asin\": \"B08YRM8CPM\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Cambom Manual Food Chopper Vegetable Cutter, Hand String Vegetable Chopper Onions Cutter for Vegetable Fruits Nuts BPA Free Food Safe Material, 550ml Gray\", \"asin\": \"B097CW44Q5\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper Manual Food Chopper with Container, Hand Pull String Veggie Cutter for Salad Garlic Nut Onion\", \"asin\": \"B0D6K54HCC\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Fullstar All-in-1 Vegetable Chopper and Mandoline Slicer for Kitchen - Cheese Grater, French Fry Cutter, Cheese Slicer - Bonus Handheld Spiralizer Included (6 in 1, Black/White)\", \"asin\": \"B07VG4S38C\", \"price\": \"$36.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Vidalia Chop Wizard, Vegetable and Fruit Chopper with 2 Cup Base, Stainless Steel Blades, Dishwasher Safe\", \"asin\": \"B000I6JZWA\", \"price\": \"$19.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Cuisinart Chopper, Stainless Steel/Black, CTG-00-SCHP, 8.2\\\" x 3.9\\\" x 3.9\\\"\", \"asin\": \"B007TFNSLC\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Pro-Series 16-in-1 Vegetable Chopper, Dewpeton Mandoline Slicer, Veggie Chopper, Food Chopper with Container, Vegetable Cutter & Spiralizer for Onion Salad (Home Essential Gadget & Kitchen)\", \"asin\": \"B0BQCSGC64\", \"price\": \"$23.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"12-in-1 Vegetable Chopper, 7 Blade Veggie Chopper, Practical Food Chopper with Container, Cheese Grater, Home Essentials & Kitchen Gadgets(Green/Grey)\", \"asin\": \"B0D5Q9FHMD\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"GANIZA Food Processors, Electric Food Chopper with Meat Grinder & Vegetable Chopper - 2 Bowls (8 Cup+8 Cup) with Powerful 450W Copper Motor - Includes 2 Sets of Bi-Level Blades for Fruits/Meat/Nuts\", \"asin\": \"B0BRMM85HG\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Fullstar Vegetable Chopper and Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Accessories, Home Essentials (8 in 1, White)\", \"asin\": \"B0D5DM9YHB\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Ourokhome Vegetable Chopper Onion Cutter, 12 in 1 Professional Mandoline Slicer for Kitchen, Multifunctional Food Chopper for Potato, Tomato, Veggie with Strainer Basket, 8 Blades, Gray\", \"asin\": \"B07YWCHX5V\", \"price\": \"$17.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"VEVOR Commercial Vegetable Chopper w/ 4 Replacement Blades, Stainless Steel French Fry Cutter Potato Dicer & Fruit Slicer for Restaurants & Home Kitchen\", \"asin\": \"B0963PZB9L\", \"price\": \"$80.99\", \"delivery\": \"FREE delivery Fri, Apr 4 for Prime members\"},\n{\"title\": \"KitchenAid KFC3516CU 3.5 Cup Food Chopper, Contour Silver\", \"asin\": \"B01LX8I3R3\", \"price\": \"$54.95\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Fullstar Vegetable Chopper and Mandoline Slicer for Kitchen, Food Chopper with Container & Lid, Cheese Grater (8 in 1 - White)\", \"asin\": \"B0DBJ8Q1SB\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"ROVSUN Commercial Vegetable Chopper French Fry Cutter with 4 Sizes Blades, Potato Dicer Slicer Fruit Chopper Stainless Steel for Restaurant, Home & Kitchen, 1/2\\\", 3/8\\\", 1/4\\\" & 8-Wedge Blades\", \"asin\": \"B07JVGLWWY\", \"price\": \"$81.99\", \"delivery\": \"FREE delivery Apr 2 - 4\"},\n{\"title\": \"Vegetable Chopper, Pro Onion Chopper, 14 in 1Multifunctional Food Chopper, Kitchen Vegetable Slicer Dicer Cutter,Veggie Chopper With 8 Blades,Carrot and Garlic Chopper With Container (Gray)\", \"asin\": \"B0B41NL1JC\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Ourokhome Manual Food Processor Vegetable Chopper, Portable Hand Pull String Garlic Mincer Onion Cutter for Veggies, Ginger, Fruits, Nuts, Herbs, etc., 500ml, Grey\", \"asin\": \"B096Z5C4LK\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"BLACK+DECKER 1.5-Cup Electric Food Chopper, One Touch Pulse, 150W Motor, Stay-Sharp Blade, Dishwasher Safe\", \"asin\": \"B01LYR6VNZ\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"LHS Vegetable Chopper Slicer Veggie Chopper Dicer Cutter Multifunctional Food Chopper Onion Chopper Salad Potato Cutter Vegetable Chopper with Container (7 in 1,Green)\", \"asin\": \"B07DKDNMS3\", \"price\": \"$15.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"OXO Good Grips Vegetable and Onion Chopper with Easy Pour Opening White\", \"asin\": \"B01BKWJ86I\", \"price\": \"$17.42\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31 Only 9 left in stock - order soon.\"},\n{\"title\": \"ONCE FOR ALL Upgrade Safe Mandoline Slicer Plus, Biger Size, Adjustable Vegetable Food Chopper Potato Fries Cutter, Detachable Blade, Kitchen Chopping Artifact, Gift (SkyBlue)\", \"asin\": \"B09YH81B9Z\", \"price\": \"$36.54\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"DASH Safe Slice\\u00ae Mandoline Slicer, Julienne + Dicer for Vegetables, Meal Prep & More with 30+ Presets & Thickness Adjuster - Grey\", \"asin\": \"B07XZYXYK9\", \"price\": \"$39.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Chopper Vegetable Cutter Food Chopper with Container Onion Chopper Dicer Vegetable Chopper Veggie Chopper Garlic Chopper Nut Chopper Manual Hand, White\", \"asin\": \"B0DBF4M2S6\", \"price\": \"$16.95\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"VEVOR Commercial Vegetable Fruit Chopper, Stainless Steel French Fry Cutter w/ 4 Blades 1/4\\\" 3/8\\\" 1/2\\\", Vegetable Chopper Dicer w/Stainless Bowl, Heavy Duty Cutter for Potato Tomato Onion Mushroom\", \"asin\": \"B09PQWGJCS\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Mon, Apr 7 for Prime members\"},\n{\"title\": \"Cuisinart Food Processor, Mini-Prep 3 Cup, 24 oz, Brushed Chrome and Nickel, DLC-2ABC\", \"asin\": \"B0000645YM\", \"price\": \"$29.22\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Vegetable Chopper,12 in 1 Multifunctional Food Chopper,Pro Onion Chopper with 7 Blades,Veggie Chopper with Container,Chopper Vegetable Cutter for Salad Potato Carrot Garlic,Kitchen Essential(White)\", \"asin\": \"B0DPJ5GQ7M\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Cuisinart Food Processor 14-Cup Vegetable Chopper for Mincing, Dicing, Shredding, Puree & Kneading Dough, Stainless Steel, DFP-14BCNY\", \"asin\": \"B01AXM4WV2\", \"price\": \"$199.95\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"GORILLA GRIP Heavy Duty 12-in-1 Vegetable Chopper, 6 Blades, Food Choppers with Container, Cucumber Mandoline Slicer, Dice Onions, Slice Veggies, Chop Salad, Home Essential Kitchen Gadgets Tool, Red\", \"asin\": \"B0CL7NDPL1\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper, Onion Chopper, Multi 11-in-1 Food Choppers, Vegetable Slicer Cutter, Chopper for Onion Tomato Fruit, Mandoline Slicer Cutter Chopper, Quality Kitchen Appliance\", \"asin\": \"B09R1FBGM3\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Kuhn Rikon Pull Chop Chopper/Manual Food Processor with Cord Mechanism, Green, 2-Cup\", \"asin\": \"B004QGXND0\", \"price\": \"$34.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Progressive International Onion Chopper \\u2013 Green/White, Standard, for Quick and Easy Dicing and Chopping\", \"asin\": \"B00OD0LYXU\", \"price\": \"$17.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Chef'n 102-239-005 VeggiChop Hand-Powered Food Chopper, Set of 1, Cherry\", \"asin\": \"B004HINF3U\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"All-in-1 Vegetable Chopper with 8 Blades - Mandoline Slicer - Pro Food Chopper with Container - Veggie Salad Onion Chopper - Potatoe Dicer French Fry Cutter - Cheese Grater - Stainless Steel material\", \"asin\": \"B0CWV7XJ7D\", \"price\": \"$59.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Geedel Hand Food Chopper, Quick Manual Vegetable Processor, Easy To Clean Rotary Dicer Mincer Mixer Blender for Onion, Garlic, Salad, Salsa, Nuts, Meat, Fruit, Ice, etc\", \"asin\": \"B07ZCQ4LPN\", \"price\": \"$22.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Kitchen in the box Mini Food Processors,400W Powerful Mini Meat Grinder & Food Chopper,Electric Vegetable Chopper with One 3 Cup Bowl & S Blades for Meat/Fish/Vegetable/Baby Food,3cup(1bowl)\", \"asin\": \"B0D8B1ZR84\", \"price\": \"$24.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Brieftons Express Manual Food Chopper: Large 8.5-Cup, Hand Chopper Vegetable Cutter to Chop Veggies, Fruits, Herbs, Garlic Onion Chopper for Salsa, Salad, Pesto, Guacamole, Coleslaw, Indian Cooking\", \"asin\": \"B07YZ4D737\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Cuisinart CTG-00-BXCHP6 Vegetable and Fruit Chopper,White\", \"asin\": \"B08Q3WC3B9\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:52:51.250Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow Dryer for Women Low Noise Professional Brushless Hair Dryer with Magnetic Diffuser and Nozzle, Gray\", \"asin\": \"B0DPJPNCFY\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Blow Dryer for Fast Drying, Low Noise Compact Lightweight Travel Salon Hair Dryer with Magnetic Diffuser for Curling Women, Ionic Technology and Safety Certified\", \"asin\": \"B0DS3T7WMJ\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine\", \"asin\": \"B0DK5JDNP2\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Gaabor Hair Dryer, 130000 RPM High Speed Brushless Motor Blow Dryer for Fast Drying with 680 Millions Negative Ionic, Low Noise Thermo-Control Lightweight Hairdryer with Magnetic Nozzle, White\", \"asin\": \"B0DPHBPMG7\", \"price\": \"$71.98\", \"quantity\": \"\"},\n{\"title\": \"T3 Aire IQ Hair Dryer Kit with Quick Dry Concentrator, Style Concentrator, Diffuser & Dryer Stand | Fast, Healthy Blowouts with Smart Heat Personalization | for All Hair Types\", \"asin\": \"B0DSVZTGJH\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vatsekui Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)\", \"asin\": \"B0DRS15C8K\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"dreame Gleam Hair Dryer with Diffuser, Blow Dryer with 0.73 lbs Lightweight Design, Fast Drying, Negative Ions for Smooth Hair\", \"asin\": \"B0CXPQZZPZ\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - High-Speed 150,000 RPM Hairdryer for Fast Drying, 500Million Negative Ionic & Thermo-Control & Cool Shot Button & Lightweight & HD Display Blow Dryer with Magnetic Diffuser & Nozzle\", \"asin\": \"B0C643LJRW\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Instant Vortex Plus 6QT Air Fryer with Odor Erase Technology, 6-in-1 Functions that Crisps, Roasts, Broils, Dehydrates, Bakes & Reheats, 100+In-App Recipes, from the Makers of Instant Pot,1700W,Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gourmet Bowl Scraper, Set of 2, Aqua Sky and Storm Grey\", \"asin\": \"\", \"price\": \"$6.75\", \"quantity\": \"\"},\n{\"title\": \"DASH Mini Rice Cooker Steamer with Removable Nonstick Pot, Keep Warm Function & Recipe Guide, Half Quart, for Soups, Stews, Grains & Oatmeal - Pink\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Instant Pot Vortex Plus 6QT XL Air Fryer, 6-in-1, Broils, Dehydrates, Crisps, Roasts, Reheats, Bakes for Quick Easy Meals, 100+ In-App Recipes, Dishwasher-Safe, from the Makers of Instant Pot, Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Smart Humidifiers for Bedroom Large Room Home,(6L) Cool Mist Top Fill Essential Oil Diffuser for Baby & Plants,Smart App & Voice Control, Rapid Humidification & Auto Mode-Quiet Sleep Mode, Gray\", \"asin\": \"\", \"price\": \"$63.92\", \"quantity\": \"\"},\n{\"title\": \"Crane Ultrasonic Teardrop Cool Mist Humidifier, Large 1 Gal Tank, Automatic Shut-Off, Baby Humidifiers for Nursery and Bedroom, Grey\", \"asin\": \"\", \"price\": \"$35.67\", \"quantity\": \"\"},\n{\"title\": \"COSORI Air Fryer Pro 9-in-1, Compact 5QT, 450\\u2109: Half Time & Chef-Grade Cook, One-Wipe Clean Glass Panel, 130+ In-App Recipes with Nutritional Info, Nonstick & Dishwasher-Safe Basket, Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gingham Mini Oven Mitt 2-Pack Set, Dried Rose, 5.5\\\"x8\\\"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dreo 6L Top Fill Humidifiers for Bedroom, 60H Runtime, 28 dB Quiet Supersized Cool Mist Humidifiers for Large Room, Air Humidifier for Home, Baby, Plant, Indoor, Night Light, Ultrasonic\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Paris Hilton Epic Nonstick Pots and Pans Set, Multi-layer Nonstick Coating, Tempered Glass Lids, Soft Touch, Stay Cool Handles, Made without PFOA, Dishwasher Safe Cookware Set, 12-Piece, Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Ninja DZ201 Foodi 8 Quart 6-in-1 DualZone 2-Basket Air Fryer with 2 Independent Frying Baskets, Match Cook & Smart Finish to Roast, Broil, Dehydrate & More for Quick, Easy Meals, Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nespresso Vertuo Next Coffee and Espresso Maker by Breville, Navy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Yankee Candle MidSummer's Night Scented, Classic Large Single Wick Jar Candle, 22oz with Over 110 Hours of Burn Time, Ideal for Dinner Parties, Relaxing Saturdays, and Special Occasions\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,Ionic Hair Dryers for Women & Men - 110,000 RPM Professional High-Speed Blow Dryer with 400 Million Plasma, Magnetic Nozzle, HD Display & Cool/Hot Air Modes | Fast Drying & Thermo-Control\", \"asin\": \"\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ANNE BETTY Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle\", \"asin\": \"\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Slopehill Hair Dryer - 110,000 RPM High-Velocity Fast Drying + Low Noise + Lightweight + Intelligent Temperature Control Hair Care for Home, Salon and Travel (Pink)\", \"asin\": \"\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Oushome Professional Hair Dryer for Fast Drying with 150,000 RPM High-Speed Brushless Motor, 500 Million Negative Ionic, Lightweight and Low Noise, Ideal for Home, Travel, and Salon Use\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise 4 Temp/3 Speeds Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Chikoni Hair Dryer, 130000 RPM High Speed 500 Millions Negative Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo Control Quiet Hair Dryer Magnetic Diffuser for Home Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel & Home - Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types\", \"asin\": \"\", \"price\": \"$59.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional Ionic Hair Dryer for Fast Drying, High Speed Hair Blow Dryer with Diffuser for Home Salon Travel, Constant Temperature Hair Care Without Hair Damage\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"KARFUN Plasma Hair Dryer, 1500W High Speed Blow Dryer with Plasma Tech (Positive+Negative Ionic), LED Display, 5 Temps 2 Speed, Thermo-Control, Fast Drying Plasma Hairdryer for Home or Travel (Gray)\", \"asin\": \"\", \"price\": \"$49.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"\", \"price\": \"$59.49\", \"quantity\": \"\"},\n{\"title\": \"RUBY RAE - Dual Voltage Ionic Hair Dryer - 2000W Professional Blow Dryer with Diffuser - Lightweight - Fast Drying & Low Noise for Salon Quality Styling - 3 Magnetic Attachments for All Hair Types\", \"asin\": \"\", \"price\": \"$99.97\", \"quantity\": \"\"},\n{\"title\": \"OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home\", \"asin\": \"\", \"price\": \"$49.79\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, White\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dekuri Hair Dryer, 110,000 RPM High-Speed Fast Drying Blow Dryer, 200 Million Ionic Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 3 Speeds, Low Noise for Women & Men (Pink)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:52:54.357Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-29T23:52:54.357Z
|
input
|
vegetable chopper
|
rule
|
train
| 3,007
|
2025-03-29T23:52:54.357Z
|
input
|
vegetable chopper
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$56.98", "quantity": "1"},
{"title": "License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)", "asin": "B01BB6YL60", "price": "$9.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.85", "quantity": "1"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.99"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.79"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow Dryer for Women Low Noise Professional Brushless Hair Dryer with Magnetic Diffuser and Nozzle, Gray", "asin": "B0DPJPNCFY", "price": "$89.99", "quantity": ""},
{"title": "Hair Dryer, High-Speed Ionic Blow Dryer for Fast Drying, Low Noise Compact Lightweight Travel Salon Hair Dryer with Magnetic Diffuser for Curling Women, Ionic Technology and Safety Certified", "asin": "B0DS3T7WMJ", "price": "$55.99", "quantity": ""},
{"title": "FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine", "asin": "B0DK5JDNP2", "price": "$79.99", "quantity": ""},
{"title": "Gaabor Hair Dryer, 130000 RPM High Speed Brushless Motor Blow Dryer for Fast Drying with 680 Millions Negative Ionic, Low Noise Thermo-Control Lightweight Hairdryer with Magnetic Nozzle, White", "asin": "B0DPHBPMG7", "price": "$71.98", "quantity": ""},
{"title": "T3 Aire IQ Hair Dryer Kit with Quick Dry Concentrator, Style Concentrator, Diffuser & Dryer Stand | Fast, Healthy Blowouts with Smart Heat Personalization | for All Hair Types", "asin": "B0DSVZTGJH", "price": "$399.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage", "asin": "B0DG4Y9NJ3", "price": "", "quantity": ""},
{"title": "Vatsekui Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)", "asin": "B0DRS15C8K", "price": "", "quantity": ""},
{"title": "dreame Gleam Hair Dryer with Diffuser, Blow Dryer with 0.73 lbs Lightweight Design, Fast Drying, Negative Ions for Smooth Hair", "asin": "B0CXPQZZPZ", "price": "", "quantity": ""},
{"title": "Hair Dryer - High-Speed 150,000 RPM Hairdryer for Fast Drying, 500Million Negative Ionic & Thermo-Control & Cool Shot Button & Lightweight & HD Display Blow Dryer with Magnetic Diffuser & Nozzle", "asin": "B0C643LJRW", "price": "", "quantity": ""},
{"title": "Instant Vortex Plus 6QT Air Fryer with Odor Erase Technology, 6-in-1 Functions that Crisps, Roasts, Broils, Dehydrates, Bakes & Reheats, 100+In-App Recipes, from the Makers of Instant Pot,1700W,Black", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "KitchenAid Gourmet Bowl Scraper, Set of 2, Aqua Sky and Storm Grey", "asin": "", "price": "$6.75", "quantity": ""},
{"title": "DASH Mini Rice Cooker Steamer with Removable Nonstick Pot, Keep Warm Function & Recipe Guide, Half Quart, for Soups, Stews, Grains & Oatmeal - Pink", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Instant Pot Vortex Plus 6QT XL Air Fryer, 6-in-1, Broils, Dehydrates, Crisps, Roasts, Reheats, Bakes for Quick Easy Meals, 100+ In-App Recipes, Dishwasher-Safe, from the Makers of Instant Pot, Black", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "LEVOIT Smart Humidifiers for Bedroom Large Room Home,(6L) Cool Mist Top Fill Essential Oil Diffuser for Baby & Plants,Smart App & Voice Control, Rapid Humidification & Auto Mode-Quiet Sleep Mode, Gray", "asin": "", "price": "$63.92", "quantity": ""},
{"title": "Crane Ultrasonic Teardrop Cool Mist Humidifier, Large 1 Gal Tank, Automatic Shut-Off, Baby Humidifiers for Nursery and Bedroom, Grey", "asin": "", "price": "$35.67", "quantity": ""},
{"title": "COSORI Air Fryer Pro 9-in-1, Compact 5QT, 450\u2109: Half Time & Chef-Grade Cook, One-Wipe Clean Glass Panel, 130+ In-App Recipes with Nutritional Info, Nonstick & Dishwasher-Safe Basket, Gray", "asin": "", "price": "", "quantity": ""},
{"title": "KitchenAid Gingham Mini Oven Mitt 2-Pack Set, Dried Rose, 5.5\"x8\"", "asin": "", "price": "", "quantity": ""},
{"title": "Dreo 6L Top Fill Humidifiers for Bedroom, 60H Runtime, 28 dB Quiet Supersized Cool Mist Humidifiers for Large Room, Air Humidifier for Home, Baby, Plant, Indoor, Night Light, Ultrasonic", "asin": "", "price": "", "quantity": ""},
{"title": "LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H", "asin": "", "price": "", "quantity": ""},
{"title": "Paris Hilton Epic Nonstick Pots and Pans Set, Multi-layer Nonstick Coating, Tempered Glass Lids, Soft Touch, Stay Cool Handles, Made without PFOA, Dishwasher Safe Cookware Set, 12-Piece, Pink", "asin": "", "price": "", "quantity": ""},
{"title": "Ninja DZ201 Foodi 8 Quart 6-in-1 DualZone 2-Basket Air Fryer with 2 Independent Frying Baskets, Match Cook & Smart Finish to Roast, Broil, Dehydrate & More for Quick, Easy Meals, Grey", "asin": "", "price": "", "quantity": ""},
{"title": "Nespresso Vertuo Next Coffee and Espresso Maker by Breville, Navy", "asin": "", "price": "", "quantity": ""},
{"title": "Yankee Candle MidSummer's Night Scented, Classic Large Single Wick Jar Candle, 22oz with Over 110 Hours of Burn Time, Ideal for Dinner Parties, Relaxing Saturdays, and Special Occasions", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer,Ionic Hair Dryers for Women & Men - 110,000 RPM Professional High-Speed Blow Dryer with 400 Million Plasma, Magnetic Nozzle, HD Display & Cool/Hot Air Modes | Fast Drying & Thermo-Control", "asin": "", "price": "$47.49", "quantity": ""},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "ANNE BETTY Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle", "asin": "", "price": "$33.99", "quantity": ""},
{"title": "Slopehill Hair Dryer - 110,000 RPM High-Velocity Fast Drying + Low Noise + Lightweight + Intelligent Temperature Control Hair Care for Home, Salon and Travel (Pink)", "asin": "", "price": "$49.99", "quantity": ""},
{"title": "Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel", "asin": "", "price": "$69.29", "quantity": ""},
{"title": "Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "", "price": "", "quantity": ""},
{"title": "Oushome Professional Hair Dryer for Fast Drying with 150,000 RPM High-Speed Brushless Motor, 500 Million Negative Ionic, Lightweight and Low Noise, Ideal for Home, Travel, and Salon Use", "asin": "", "price": "", "quantity": ""},
{"title": "Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise 4 Temp/3 Speeds Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "", "price": "", "quantity": ""},
{"title": "Chikoni Hair Dryer, 130000 RPM High Speed 500 Millions Negative Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo Control Quiet Hair Dryer Magnetic Diffuser for Home Travel", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel & Home - Pink", "asin": "", "price": "", "quantity": ""},
{"title": "ELLA BELLA\u00ae Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types", "asin": "", "price": "$59.97", "quantity": ""},
{"title": "Hair Dryer, Professional Ionic Hair Dryer for Fast Drying, High Speed Hair Blow Dryer with Diffuser for Home Salon Travel, Constant Temperature Hair Care Without Hair Damage", "asin": "", "price": "$69.99", "quantity": ""},
{"title": "KARFUN Plasma Hair Dryer, 1500W High Speed Blow Dryer with Plasma Tech (Positive+Negative Ionic), LED Display, 5 Temps 2 Speed, Thermo-Control, Fast Drying Plasma Hairdryer for Home or Travel (Gray)", "asin": "", "price": "$49.97", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)", "asin": "", "price": "$59.49", "quantity": ""},
{"title": "RUBY RAE - Dual Voltage Ionic Hair Dryer - 2000W Professional Blow Dryer with Diffuser - Lightweight - Fast Drying & Low Noise for Salon Quality Styling - 3 Magnetic Attachments for All Hair Types", "asin": "", "price": "$99.97", "quantity": ""},
{"title": "OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home", "asin": "", "price": "$49.79", "quantity": ""},
{"title": "Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, White", "asin": "", "price": "", "quantity": ""},
{"title": "ELLA BELLA\u00ae Professional Smart Ionic Hair Dryer with Diffuser \u2022 Negative Ion Blow Dryer \u2022 Intelligent Heat Control & Wind Speeds \u2022 Suitable All Hair Types", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag", "asin": "", "price": "", "quantity": ""},
{"title": "High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink", "asin": "", "price": "", "quantity": ""},
{"title": "Dekuri Hair Dryer, 110,000 RPM High-Speed Fast Drying Blow Dryer, 200 Million Ionic Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 3 Speeds, Low Noise for Women & Men (Pink)", "asin": "", "price": "", "quantity": ""},
{"title": "Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds", "asin": "", "price": "", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-29T23:52:54.357Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-29T23:52:54.357Z\",\"action\": \"input\",\"acion_argument\": \"vegetable chopper\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-29T23:52:54.357Z\",\"action\": \"input\",\"acion_argument\": \"vegetable chopper\",}</answer>",
"index": 3007,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow Dryer for Women Low Noise Professional Brushless Hair Dryer with Magnetic Diffuser and Nozzle, Gray\", \"asin\": \"B0DPJPNCFY\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Blow Dryer for Fast Drying, Low Noise Compact Lightweight Travel Salon Hair Dryer with Magnetic Diffuser for Curling Women, Ionic Technology and Safety Certified\", \"asin\": \"B0DS3T7WMJ\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine\", \"asin\": \"B0DK5JDNP2\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Gaabor Hair Dryer, 130000 RPM High Speed Brushless Motor Blow Dryer for Fast Drying with 680 Millions Negative Ionic, Low Noise Thermo-Control Lightweight Hairdryer with Magnetic Nozzle, White\", \"asin\": \"B0DPHBPMG7\", \"price\": \"$71.98\", \"quantity\": \"\"},\n{\"title\": \"T3 Aire IQ Hair Dryer Kit with Quick Dry Concentrator, Style Concentrator, Diffuser & Dryer Stand | Fast, Healthy Blowouts with Smart Heat Personalization | for All Hair Types\", \"asin\": \"B0DSVZTGJH\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vatsekui Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)\", \"asin\": \"B0DRS15C8K\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"dreame Gleam Hair Dryer with Diffuser, Blow Dryer with 0.73 lbs Lightweight Design, Fast Drying, Negative Ions for Smooth Hair\", \"asin\": \"B0CXPQZZPZ\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - High-Speed 150,000 RPM Hairdryer for Fast Drying, 500Million Negative Ionic & Thermo-Control & Cool Shot Button & Lightweight & HD Display Blow Dryer with Magnetic Diffuser & Nozzle\", \"asin\": \"B0C643LJRW\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Instant Vortex Plus 6QT Air Fryer with Odor Erase Technology, 6-in-1 Functions that Crisps, Roasts, Broils, Dehydrates, Bakes & Reheats, 100+In-App Recipes, from the Makers of Instant Pot,1700W,Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gourmet Bowl Scraper, Set of 2, Aqua Sky and Storm Grey\", \"asin\": \"\", \"price\": \"$6.75\", \"quantity\": \"\"},\n{\"title\": \"DASH Mini Rice Cooker Steamer with Removable Nonstick Pot, Keep Warm Function & Recipe Guide, Half Quart, for Soups, Stews, Grains & Oatmeal - Pink\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Instant Pot Vortex Plus 6QT XL Air Fryer, 6-in-1, Broils, Dehydrates, Crisps, Roasts, Reheats, Bakes for Quick Easy Meals, 100+ In-App Recipes, Dishwasher-Safe, from the Makers of Instant Pot, Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Smart Humidifiers for Bedroom Large Room Home,(6L) Cool Mist Top Fill Essential Oil Diffuser for Baby & Plants,Smart App & Voice Control, Rapid Humidification & Auto Mode-Quiet Sleep Mode, Gray\", \"asin\": \"\", \"price\": \"$63.92\", \"quantity\": \"\"},\n{\"title\": \"Crane Ultrasonic Teardrop Cool Mist Humidifier, Large 1 Gal Tank, Automatic Shut-Off, Baby Humidifiers for Nursery and Bedroom, Grey\", \"asin\": \"\", \"price\": \"$35.67\", \"quantity\": \"\"},\n{\"title\": \"COSORI Air Fryer Pro 9-in-1, Compact 5QT, 450\\u2109: Half Time & Chef-Grade Cook, One-Wipe Clean Glass Panel, 130+ In-App Recipes with Nutritional Info, Nonstick & Dishwasher-Safe Basket, Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gingham Mini Oven Mitt 2-Pack Set, Dried Rose, 5.5\\\"x8\\\"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dreo 6L Top Fill Humidifiers for Bedroom, 60H Runtime, 28 dB Quiet Supersized Cool Mist Humidifiers for Large Room, Air Humidifier for Home, Baby, Plant, Indoor, Night Light, Ultrasonic\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Paris Hilton Epic Nonstick Pots and Pans Set, Multi-layer Nonstick Coating, Tempered Glass Lids, Soft Touch, Stay Cool Handles, Made without PFOA, Dishwasher Safe Cookware Set, 12-Piece, Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Ninja DZ201 Foodi 8 Quart 6-in-1 DualZone 2-Basket Air Fryer with 2 Independent Frying Baskets, Match Cook & Smart Finish to Roast, Broil, Dehydrate & More for Quick, Easy Meals, Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nespresso Vertuo Next Coffee and Espresso Maker by Breville, Navy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Yankee Candle MidSummer's Night Scented, Classic Large Single Wick Jar Candle, 22oz with Over 110 Hours of Burn Time, Ideal for Dinner Parties, Relaxing Saturdays, and Special Occasions\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,Ionic Hair Dryers for Women & Men - 110,000 RPM Professional High-Speed Blow Dryer with 400 Million Plasma, Magnetic Nozzle, HD Display & Cool/Hot Air Modes | Fast Drying & Thermo-Control\", \"asin\": \"\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ANNE BETTY Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle\", \"asin\": \"\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Slopehill Hair Dryer - 110,000 RPM High-Velocity Fast Drying + Low Noise + Lightweight + Intelligent Temperature Control Hair Care for Home, Salon and Travel (Pink)\", \"asin\": \"\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Oushome Professional Hair Dryer for Fast Drying with 150,000 RPM High-Speed Brushless Motor, 500 Million Negative Ionic, Lightweight and Low Noise, Ideal for Home, Travel, and Salon Use\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise 4 Temp/3 Speeds Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Chikoni Hair Dryer, 130000 RPM High Speed 500 Millions Negative Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo Control Quiet Hair Dryer Magnetic Diffuser for Home Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel & Home - Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types\", \"asin\": \"\", \"price\": \"$59.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional Ionic Hair Dryer for Fast Drying, High Speed Hair Blow Dryer with Diffuser for Home Salon Travel, Constant Temperature Hair Care Without Hair Damage\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"KARFUN Plasma Hair Dryer, 1500W High Speed Blow Dryer with Plasma Tech (Positive+Negative Ionic), LED Display, 5 Temps 2 Speed, Thermo-Control, Fast Drying Plasma Hairdryer for Home or Travel (Gray)\", \"asin\": \"\", \"price\": \"$49.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"\", \"price\": \"$59.49\", \"quantity\": \"\"},\n{\"title\": \"RUBY RAE - Dual Voltage Ionic Hair Dryer - 2000W Professional Blow Dryer with Diffuser - Lightweight - Fast Drying & Low Noise for Salon Quality Styling - 3 Magnetic Attachments for All Hair Types\", \"asin\": \"\", \"price\": \"$99.97\", \"quantity\": \"\"},\n{\"title\": \"OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home\", \"asin\": \"\", \"price\": \"$49.79\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, White\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dekuri Hair Dryer, 110,000 RPM High-Speed Fast Drying Blow Dryer, 200 Million Ionic Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 3 Speeds, Low Noise for Women & Men (Pink)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:52:54.357Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"vegetable chopper\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Vegetable Chopper, Veggie Chopper With 8 Blades, Onion Chopper with Container, Pro All-in-1 Food Chopper Vegetable Cutter, Grater, Dicer, Mandoline Slicer, Stainless steel materials Salad Chopper\", \"asin\": \"B0CWF8L7ZZ\", \"price\": \"$56.49\", \"quantity\": \"\"},\n{\"title\": \"All-in-1 Vegetable Chopper with 8 Blades - Mandoline Slicer - Pro Food Chopper with Container - Veggie Salad Onion Chopper - Potatoe Dicer French Fry Cutter - Cheese Grater - Stainless Steel material\", \"asin\": \"B0CWV7XJ7D\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Ourokhome Vegetable Chopper Cutter with Container, Manual Hand Food Veggie Dicer with 2 Chopping Blades for Potato Strips, Onion Cubers, Carrot Sticks, Essential Kitchen Gadgets (2 in 1, Gray)\", \"asin\": \"B0D8748SVP\", \"price\": \"$18.69\", \"quantity\": \"\"},\n{\"title\": \"Geedel Vegetable Chopper, Onion Chopper Pro Food Chopper, Kitchen Vegetable Slicer Dicer Cutter Grater, Veggie Chopper with container for Salad Onion Potato Carrot (4 in 1, Red)\", \"asin\": \"B0CD6QTS3J\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Commercial Vegetable Fruit Chopper, Professional Potato Slicer, Manual Veggie Chopper Cutter Machine, French Fry Cutter Kitchen,Stainless Steel Blades with 3 Replacement (1/4\\\"+3/8\\\"+1/2\\\" Blades)\", \"asin\": \"B09Q356XJD\", \"price\": \"$106.71\", \"quantity\": \"\"},\n{\"title\": \"Cambom Manual Food Chopper Vegetable Cutter, Hand String Vegetable Chopper Onions Cutter for Vegetable Fruits Nuts BPA Free Food Safe Material, 550ml Gray\", \"asin\": \"B097CW44Q5\", \"price\": \"$11.04\", \"quantity\": \"\"},\n{\"title\": \"Safe Mandoline Slicer, Vegetable Slicer, Potato Clips Slicer,Food Slicer,Thickness Adjustable 1-8mm for Cucumber Potato Carrot Lemon Only Slicer (White)\", \"asin\": \"B0DNYHKDBR\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"Cambom Mandoline Slicer Vegetable Slicer With 2 L Container for Potatoes, Tomatoes, Cucumbers, Carrots With 10 Blades White\", \"asin\": \"B0D4Z35BVC\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Vegetable Chopper Manual Food Chopper with Container, Hand Pull String Veggie Cutter for Salad Garlic Nut Onion\", \"asin\": \"B0D6K54HCC\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"KEOUKE Vegetable Chopper 3 Interchangeable Blades Onion Chopper Multi-functional Potato French Fry Cutter Manual Vegetable Cutter Dicer for Cucumber, Tomato, Carrot with Container & Storage Box, White\", \"asin\": \"B0DPFMGYVF\", \"price\": \"$22.09\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Fullstar Vegetable Chopper and Spiralizer - Food Chopper with Container, Fruit Slicer, Kitchen Gadgets & Accessories, Home Essentials (4 in 1, White)\", \"asin\": \"B0764HS4SL\"},\n{\"title\": \"Fullstar Vegetable Chopper and Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Accessories, Home Essentials (8 in 1, White)\", \"asin\": \"B0D5DM9YHB\"},\n{\"title\": \"Fullstar Vegetable Chopper, Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Gadgets, Home Essentials (6-in-1, White/Black)\", \"asin\": \"B0BHSXFTGH\"}],\n\"search_results\": [{\"title\": \"Vegetable Chopper,Senbowe Multifunctional 13-in-1 Food Choppers Onion Chopper Vegetable Slicer Cutter Dicer Veggie chopper with 8 Blades,Colander Basket,Container for Salad Potato Carrot Garlic\", \"asin\": \"B08YRM8CPM\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper Mandoline Slicer,Veggie Chopper, Multifunctional 10 in 1 Food Choppers, Kitchen Vegetable Slicer Dicer Cutter,Onion Mincer,Cheese Grater,Colander Basket,Kitchen Gadgets (Gray/Green)\", \"asin\": \"B08Y8DYT6P\", \"price\": \"$19.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper Slicer 13-in-1 with Spice Chopper Set 7 Blades Veggie Dicer Onion Fruit Cutter\", \"asin\": \"B0D6JW9M5Z\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"KEOUKE Vegetable Chopper 12in1 Veggie Chopper Slicer Cutter Food Dicer with Container Hand Guard Draining Basket, Grey\", \"asin\": \"B07Z3K23G2\", \"price\": \"$18.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper, Pro Onion Chopper, Multifunctional 13 in 1 Food Chopper, Kitchen Vegetable Slicer Dicer Cutter,Veggie Chopper With 8 Blades,Carrot and Garlic Chopper With Container\\u2026\", \"asin\": \"B09YH5CPQP\", \"price\": \"$23.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Fullstar Vegetable Chopper and Spiralizer - Food Chopper with Container, Fruit Slicer, Kitchen Gadgets & Accessories, Home Essentials (4 in 1, White)\", \"asin\": \"B0764HS4SL\", \"price\": \"$24.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Mueller Vegetable Chopper Mandoline Slicer, Food Veggie Chopper, Cheese Grater, Onion Vegetable Cutter with Container, Dicer, Kitchen Gadgets & Essentials, White Sand/Grey\", \"asin\": \"B0DCKCK326\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"12-in-1 Vegetable Chopper, Kitchen Gadgets, Veggie Chopper, Food Chopper, Onion Chopper, Cucumber Slicer, Versatile Mandoline with 7 Blades, Includes Egg Separator & Finger Guard, Gray\", \"asin\": \"B0DHZ1RH87\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Mueller Pro-Series 10-in-1, 8 Blade Vegetable Chopper, Onion Mincer, Cutter, Dicer, Egg Slicer with Container, French Fry Cutter Potatoe Slicer, Home Essentials & Kitchen Gadgets, Salad Chopper\", \"asin\": \"B08N9Q24M9\", \"price\": \"$24.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper, Multi-Functional 14 in 1 Food Chopper With 3 Blades and 5 Blades for Cutting Onions, Carrots, Tomatoes, Fruits\", \"asin\": \"B0DHXC35XL\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper, 12-in-1 Multifunctional Food Chopper, Professional Onion Chopper with 7 Blades, Vegetable Cutter with Container for Salad, Potato, Carrot, and Garlic; Essential Kitchen Tool (Grey)\", \"asin\": \"B0DJL1DNM3\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Cambom Manual Food Chopper Vegetable Cutter, Hand String Vegetable Chopper Onions Cutter for Vegetable Fruits Nuts BPA Free Food Safe Material, 550ml Gray\", \"asin\": \"B097CW44Q5\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper, RJISZTA 13 in 1 Kitchen Food Onion Vegetable Chopper Slicer Dicer Cutter with 8 Blades, Egg slicer,Storage Container for Tomato Potato Carrot Salad\", \"asin\": \"B09SNY6CWZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper Mandoline Slicer, Food Veggie Chopper, Cheese Grater, Onion Vegetable Cutter with Container, Dicer, Kitchen Gadgets,Includes Bonus Egg Slicer\", \"asin\": \"B0CFKXSQQB\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Manual Food Processor Vegetable Chopper 2.3 Cup Small Mini Hand Pull String Onion Chopper Garlic Mincer Cutter with 3 Stainless Steel Blades - White\", \"asin\": \"B09TDJ82CR\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Fullstar Vegetable Chopper, Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Gadgets, Home Essentials (6-in-1, White/Black)\", \"asin\": \"B0BHSXFTGH\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"HomeHacks Vegetable Chopper Vegetable Cutter, 12 in 1 Kitchen Gadget, Dicer, Slicer, Onion Cutter, Salad, Cheese Grater & Egg Separator - Multi-Functional Veggie Chopper Lid with Handle\", \"asin\": \"B0DPFN8S96\", \"price\": \"$13.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"OXO Good Grips Vegetable Chopper, White\", \"asin\": \"B09WFWN76D\", \"price\": \"$22.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper Mandoline Slicer,Veggie Chopper, Multifunctional 10 in 1 Food Choppers, Kitchen Vegetable Slicer Dicer Cutter,Onion Mincer,Cheese Grater,Colander Basket,Kitchen Gadgets (Gray/Green)\", \"asin\": \"B08Y8DYT6P\", \"price\": \"$19.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper Manual Food Chopper with Container, Hand Pull String Veggie Cutter for Salad Garlic Nut Onion\", \"asin\": \"B0D6K54HCC\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Safe Mandoline Slicer, Vegetable Slicer, Potato Clips Slicer,Food Slicer,Thickness Adjustable 1-8mm for Cucumber Potato Carrot Lemon Only Slicer (White)\", \"asin\": \"B0DNYHKDBR\", \"price\": \"$19.54\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper: Pro Food Chopper with Stainless Steel Blade Chopper - Veggie Chopper with Container for Onion Salad Nut Slicer Dicer Cutter - Dishwasher Safe\", \"asin\": \"B0D7HR6R52\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hamilton Beach Electric Vegetable Chopper & Mini Food Processor, 3-Cup, 350 Watts, for Dicing, Mincing, and Puree, Black (72850)\", \"asin\": \"B06Y2GZWCJ\", \"price\": \"$21.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper,Senbowe Multifunctional 13-in-1 Food Choppers Onion Chopper Vegetable Slicer Cutter Dicer Veggie chopper with 8 Blades,Colander Basket,Container for Salad Potato Carrot Garlic\", \"asin\": \"B08YRM8CPM\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Cambom Manual Food Chopper Vegetable Cutter, Hand String Vegetable Chopper Onions Cutter for Vegetable Fruits Nuts BPA Free Food Safe Material, 550ml Gray\", \"asin\": \"B097CW44Q5\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper Manual Food Chopper with Container, Hand Pull String Veggie Cutter for Salad Garlic Nut Onion\", \"asin\": \"B0D6K54HCC\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Fullstar All-in-1 Vegetable Chopper and Mandoline Slicer for Kitchen - Cheese Grater, French Fry Cutter, Cheese Slicer - Bonus Handheld Spiralizer Included (6 in 1, Black/White)\", \"asin\": \"B07VG4S38C\", \"price\": \"$36.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Vidalia Chop Wizard, Vegetable and Fruit Chopper with 2 Cup Base, Stainless Steel Blades, Dishwasher Safe\", \"asin\": \"B000I6JZWA\", \"price\": \"$19.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Cuisinart Chopper, Stainless Steel/Black, CTG-00-SCHP, 8.2\\\" x 3.9\\\" x 3.9\\\"\", \"asin\": \"B007TFNSLC\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Pro-Series 16-in-1 Vegetable Chopper, Dewpeton Mandoline Slicer, Veggie Chopper, Food Chopper with Container, Vegetable Cutter & Spiralizer for Onion Salad (Home Essential Gadget & Kitchen)\", \"asin\": \"B0BQCSGC64\", \"price\": \"$23.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"12-in-1 Vegetable Chopper, 7 Blade Veggie Chopper, Practical Food Chopper with Container, Cheese Grater, Home Essentials & Kitchen Gadgets(Green/Grey)\", \"asin\": \"B0D5Q9FHMD\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"GANIZA Food Processors, Electric Food Chopper with Meat Grinder & Vegetable Chopper - 2 Bowls (8 Cup+8 Cup) with Powerful 450W Copper Motor - Includes 2 Sets of Bi-Level Blades for Fruits/Meat/Nuts\", \"asin\": \"B0BRMM85HG\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Fullstar Vegetable Chopper and Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Accessories, Home Essentials (8 in 1, White)\", \"asin\": \"B0D5DM9YHB\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Ourokhome Vegetable Chopper Onion Cutter, 12 in 1 Professional Mandoline Slicer for Kitchen, Multifunctional Food Chopper for Potato, Tomato, Veggie with Strainer Basket, 8 Blades, Gray\", \"asin\": \"B07YWCHX5V\", \"price\": \"$17.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"VEVOR Commercial Vegetable Chopper w/ 4 Replacement Blades, Stainless Steel French Fry Cutter Potato Dicer & Fruit Slicer for Restaurants & Home Kitchen\", \"asin\": \"B0963PZB9L\", \"price\": \"$80.99\", \"delivery\": \"FREE delivery Fri, Apr 4 for Prime members\"},\n{\"title\": \"KitchenAid KFC3516CU 3.5 Cup Food Chopper, Contour Silver\", \"asin\": \"B01LX8I3R3\", \"price\": \"$54.95\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Fullstar Vegetable Chopper and Mandoline Slicer for Kitchen, Food Chopper with Container & Lid, Cheese Grater (8 in 1 - White)\", \"asin\": \"B0DBJ8Q1SB\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"ROVSUN Commercial Vegetable Chopper French Fry Cutter with 4 Sizes Blades, Potato Dicer Slicer Fruit Chopper Stainless Steel for Restaurant, Home & Kitchen, 1/2\\\", 3/8\\\", 1/4\\\" & 8-Wedge Blades\", \"asin\": \"B07JVGLWWY\", \"price\": \"$81.99\", \"delivery\": \"FREE delivery Apr 2 - 4\"},\n{\"title\": \"Vegetable Chopper, Pro Onion Chopper, 14 in 1Multifunctional Food Chopper, Kitchen Vegetable Slicer Dicer Cutter,Veggie Chopper With 8 Blades,Carrot and Garlic Chopper With Container (Gray)\", \"asin\": \"B0B41NL1JC\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Ourokhome Manual Food Processor Vegetable Chopper, Portable Hand Pull String Garlic Mincer Onion Cutter for Veggies, Ginger, Fruits, Nuts, Herbs, etc., 500ml, Grey\", \"asin\": \"B096Z5C4LK\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"BLACK+DECKER 1.5-Cup Electric Food Chopper, One Touch Pulse, 150W Motor, Stay-Sharp Blade, Dishwasher Safe\", \"asin\": \"B01LYR6VNZ\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"LHS Vegetable Chopper Slicer Veggie Chopper Dicer Cutter Multifunctional Food Chopper Onion Chopper Salad Potato Cutter Vegetable Chopper with Container (7 in 1,Green)\", \"asin\": \"B07DKDNMS3\", \"price\": \"$15.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"OXO Good Grips Vegetable and Onion Chopper with Easy Pour Opening White\", \"asin\": \"B01BKWJ86I\", \"price\": \"$17.42\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31 Only 9 left in stock - order soon.\"},\n{\"title\": \"ONCE FOR ALL Upgrade Safe Mandoline Slicer Plus, Biger Size, Adjustable Vegetable Food Chopper Potato Fries Cutter, Detachable Blade, Kitchen Chopping Artifact, Gift (SkyBlue)\", \"asin\": \"B09YH81B9Z\", \"price\": \"$36.54\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"DASH Safe Slice\\u00ae Mandoline Slicer, Julienne + Dicer for Vegetables, Meal Prep & More with 30+ Presets & Thickness Adjuster - Grey\", \"asin\": \"B07XZYXYK9\", \"price\": \"$39.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Chopper Vegetable Cutter Food Chopper with Container Onion Chopper Dicer Vegetable Chopper Veggie Chopper Garlic Chopper Nut Chopper Manual Hand, White\", \"asin\": \"B0DBF4M2S6\", \"price\": \"$16.95\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"VEVOR Commercial Vegetable Fruit Chopper, Stainless Steel French Fry Cutter w/ 4 Blades 1/4\\\" 3/8\\\" 1/2\\\", Vegetable Chopper Dicer w/Stainless Bowl, Heavy Duty Cutter for Potato Tomato Onion Mushroom\", \"asin\": \"B09PQWGJCS\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Mon, Apr 7 for Prime members\"},\n{\"title\": \"Cuisinart Food Processor, Mini-Prep 3 Cup, 24 oz, Brushed Chrome and Nickel, DLC-2ABC\", \"asin\": \"B0000645YM\", \"price\": \"$29.22\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Vegetable Chopper,12 in 1 Multifunctional Food Chopper,Pro Onion Chopper with 7 Blades,Veggie Chopper with Container,Chopper Vegetable Cutter for Salad Potato Carrot Garlic,Kitchen Essential(White)\", \"asin\": \"B0DPJ5GQ7M\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Cuisinart Food Processor 14-Cup Vegetable Chopper for Mincing, Dicing, Shredding, Puree & Kneading Dough, Stainless Steel, DFP-14BCNY\", \"asin\": \"B01AXM4WV2\", \"price\": \"$199.95\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"GORILLA GRIP Heavy Duty 12-in-1 Vegetable Chopper, 6 Blades, Food Choppers with Container, Cucumber Mandoline Slicer, Dice Onions, Slice Veggies, Chop Salad, Home Essential Kitchen Gadgets Tool, Red\", \"asin\": \"B0CL7NDPL1\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper, Onion Chopper, Multi 11-in-1 Food Choppers, Vegetable Slicer Cutter, Chopper for Onion Tomato Fruit, Mandoline Slicer Cutter Chopper, Quality Kitchen Appliance\", \"asin\": \"B09R1FBGM3\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Kuhn Rikon Pull Chop Chopper/Manual Food Processor with Cord Mechanism, Green, 2-Cup\", \"asin\": \"B004QGXND0\", \"price\": \"$34.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Progressive International Onion Chopper \\u2013 Green/White, Standard, for Quick and Easy Dicing and Chopping\", \"asin\": \"B00OD0LYXU\", \"price\": \"$17.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Chef'n 102-239-005 VeggiChop Hand-Powered Food Chopper, Set of 1, Cherry\", \"asin\": \"B004HINF3U\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"All-in-1 Vegetable Chopper with 8 Blades - Mandoline Slicer - Pro Food Chopper with Container - Veggie Salad Onion Chopper - Potatoe Dicer French Fry Cutter - Cheese Grater - Stainless Steel material\", \"asin\": \"B0CWV7XJ7D\", \"price\": \"$59.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Geedel Hand Food Chopper, Quick Manual Vegetable Processor, Easy To Clean Rotary Dicer Mincer Mixer Blender for Onion, Garlic, Salad, Salsa, Nuts, Meat, Fruit, Ice, etc\", \"asin\": \"B07ZCQ4LPN\", \"price\": \"$22.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Kitchen in the box Mini Food Processors,400W Powerful Mini Meat Grinder & Food Chopper,Electric Vegetable Chopper with One 3 Cup Bowl & S Blades for Meat/Fish/Vegetable/Baby Food,3cup(1bowl)\", \"asin\": \"B0D8B1ZR84\", \"price\": \"$24.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Brieftons Express Manual Food Chopper: Large 8.5-Cup, Hand Chopper Vegetable Cutter to Chop Veggies, Fruits, Herbs, Garlic Onion Chopper for Salsa, Salad, Pesto, Guacamole, Coleslaw, Indian Cooking\", \"asin\": \"B07YZ4D737\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Cuisinart CTG-00-BXCHP6 Vegetable and Fruit Chopper,White\", \"asin\": \"B08Q3WC3B9\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:52:54.467Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-29T23:52:54.467Z
|
click
|
nav_bar
|
rule
|
train
| 3,008
|
2025-03-29T23:52:54.467Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "vegetable chopper"}],
"cart_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$56.98", "quantity": "1"},
{"title": "License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)", "asin": "B01BB6YL60", "price": "$9.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.85", "quantity": "1"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.99"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.79"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "Vegetable Chopper, Veggie Chopper With 8 Blades, Onion Chopper with Container, Pro All-in-1 Food Chopper Vegetable Cutter, Grater, Dicer, Mandoline Slicer, Stainless steel materials Salad Chopper", "asin": "B0CWF8L7ZZ", "price": "$56.49", "quantity": ""},
{"title": "All-in-1 Vegetable Chopper with 8 Blades - Mandoline Slicer - Pro Food Chopper with Container - Veggie Salad Onion Chopper - Potatoe Dicer French Fry Cutter - Cheese Grater - Stainless Steel material", "asin": "B0CWV7XJ7D", "price": "$59.99", "quantity": ""},
{"title": "Ourokhome Vegetable Chopper Cutter with Container, Manual Hand Food Veggie Dicer with 2 Chopping Blades for Potato Strips, Onion Cubers, Carrot Sticks, Essential Kitchen Gadgets (2 in 1, Gray)", "asin": "B0D8748SVP", "price": "$18.69", "quantity": ""},
{"title": "Geedel Vegetable Chopper, Onion Chopper Pro Food Chopper, Kitchen Vegetable Slicer Dicer Cutter Grater, Veggie Chopper with container for Salad Onion Potato Carrot (4 in 1, Red)", "asin": "B0CD6QTS3J", "price": "$16.99", "quantity": ""},
{"title": "Commercial Vegetable Fruit Chopper, Professional Potato Slicer, Manual Veggie Chopper Cutter Machine, French Fry Cutter Kitchen,Stainless Steel Blades with 3 Replacement (1/4\"+3/8\"+1/2\" Blades)", "asin": "B09Q356XJD", "price": "$106.71", "quantity": ""},
{"title": "Cambom Manual Food Chopper Vegetable Cutter, Hand String Vegetable Chopper Onions Cutter for Vegetable Fruits Nuts BPA Free Food Safe Material, 550ml Gray", "asin": "B097CW44Q5", "price": "$11.04", "quantity": ""},
{"title": "Safe Mandoline Slicer, Vegetable Slicer, Potato Clips Slicer,Food Slicer,Thickness Adjustable 1-8mm for Cucumber Potato Carrot Lemon Only Slicer (White)", "asin": "B0DNYHKDBR", "price": "$19.54", "quantity": ""},
{"title": "Cambom Mandoline Slicer Vegetable Slicer With 2 L Container for Potatoes, Tomatoes, Cucumbers, Carrots With 10 Blades White", "asin": "B0D4Z35BVC", "price": "$12.99", "quantity": ""},
{"title": "Vegetable Chopper Manual Food Chopper with Container, Hand Pull String Veggie Cutter for Salad Garlic Nut Onion", "asin": "B0D6K54HCC", "price": "$6.99", "quantity": ""},
{"title": "KEOUKE Vegetable Chopper 3 Interchangeable Blades Onion Chopper Multi-functional Potato French Fry Cutter Manual Vegetable Cutter Dicer for Cucumber, Tomato, Carrot with Container & Storage Box, White", "asin": "B0DPFMGYVF", "price": "$22.09", "quantity": ""}],
"ads": [{"title": "Fullstar Vegetable Chopper and Spiralizer - Food Chopper with Container, Fruit Slicer, Kitchen Gadgets & Accessories, Home Essentials (4 in 1, White)", "asin": "B0764HS4SL"},
{"title": "Fullstar Vegetable Chopper and Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Accessories, Home Essentials (8 in 1, White)", "asin": "B0D5DM9YHB"},
{"title": "Fullstar Vegetable Chopper, Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Gadgets, Home Essentials (6-in-1, White/Black)", "asin": "B0BHSXFTGH"}],
"search_results": [{"title": "Vegetable Chopper,Senbowe Multifunctional 13-in-1 Food Choppers Onion Chopper Vegetable Slicer Cutter Dicer Veggie chopper with 8 Blades,Colander Basket,Container for Salad Potato Carrot Garlic", "asin": "B08YRM8CPM", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Vegetable Chopper Mandoline Slicer,Veggie Chopper, Multifunctional 10 in 1 Food Choppers, Kitchen Vegetable Slicer Dicer Cutter,Onion Mincer,Cheese Grater,Colander Basket,Kitchen Gadgets (Gray/Green)", "asin": "B08Y8DYT6P", "price": "$19.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Vegetable Chopper Slicer 13-in-1 with Spice Chopper Set 7 Blades Veggie Dicer Onion Fruit Cutter", "asin": "B0D6JW9M5Z", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "KEOUKE Vegetable Chopper 12in1 Veggie Chopper Slicer Cutter Food Dicer with Container Hand Guard Draining Basket, Grey", "asin": "B07Z3K23G2", "price": "$18.69", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Vegetable Chopper, Pro Onion Chopper, Multifunctional 13 in 1 Food Chopper, Kitchen Vegetable Slicer Dicer Cutter,Veggie Chopper With 8 Blades,Carrot and Garlic Chopper With Container\u2026", "asin": "B09YH5CPQP", "price": "$23.84", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Fullstar Vegetable Chopper and Spiralizer - Food Chopper with Container, Fruit Slicer, Kitchen Gadgets & Accessories, Home Essentials (4 in 1, White)", "asin": "B0764HS4SL", "price": "$24.87", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Mueller Vegetable Chopper Mandoline Slicer, Food Veggie Chopper, Cheese Grater, Onion Vegetable Cutter with Container, Dicer, Kitchen Gadgets & Essentials, White Sand/Grey", "asin": "B0DCKCK326", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "12-in-1 Vegetable Chopper, Kitchen Gadgets, Veggie Chopper, Food Chopper, Onion Chopper, Cucumber Slicer, Versatile Mandoline with 7 Blades, Includes Egg Separator & Finger Guard, Gray", "asin": "B0DHZ1RH87", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Mueller Pro-Series 10-in-1, 8 Blade Vegetable Chopper, Onion Mincer, Cutter, Dicer, Egg Slicer with Container, French Fry Cutter Potatoe Slicer, Home Essentials & Kitchen Gadgets, Salad Chopper", "asin": "B08N9Q24M9", "price": "$24.87", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Vegetable Chopper, Multi-Functional 14 in 1 Food Chopper With 3 Blades and 5 Blades for Cutting Onions, Carrots, Tomatoes, Fruits", "asin": "B0DHXC35XL", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Vegetable Chopper, 12-in-1 Multifunctional Food Chopper, Professional Onion Chopper with 7 Blades, Vegetable Cutter with Container for Salad, Potato, Carrot, and Garlic; Essential Kitchen Tool (Grey)", "asin": "B0DJL1DNM3", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Cambom Manual Food Chopper Vegetable Cutter, Hand String Vegetable Chopper Onions Cutter for Vegetable Fruits Nuts BPA Free Food Safe Material, 550ml Gray", "asin": "B097CW44Q5", "price": "$11.04", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Vegetable Chopper, RJISZTA 13 in 1 Kitchen Food Onion Vegetable Chopper Slicer Dicer Cutter with 8 Blades, Egg slicer,Storage Container for Tomato Potato Carrot Salad", "asin": "B09SNY6CWZ", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Vegetable Chopper Mandoline Slicer, Food Veggie Chopper, Cheese Grater, Onion Vegetable Cutter with Container, Dicer, Kitchen Gadgets,Includes Bonus Egg Slicer", "asin": "B0CFKXSQQB", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Manual Food Processor Vegetable Chopper 2.3 Cup Small Mini Hand Pull String Onion Chopper Garlic Mincer Cutter with 3 Stainless Steel Blades - White", "asin": "B09TDJ82CR", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Fullstar Vegetable Chopper, Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Gadgets, Home Essentials (6-in-1, White/Black)", "asin": "B0BHSXFTGH", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "HomeHacks Vegetable Chopper Vegetable Cutter, 12 in 1 Kitchen Gadget, Dicer, Slicer, Onion Cutter, Salad, Cheese Grater & Egg Separator - Multi-Functional Veggie Chopper Lid with Handle", "asin": "B0DPFN8S96", "price": "$13.59", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "OXO Good Grips Vegetable Chopper, White", "asin": "B09WFWN76D", "price": "$22.69", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Vegetable Chopper Mandoline Slicer,Veggie Chopper, Multifunctional 10 in 1 Food Choppers, Kitchen Vegetable Slicer Dicer Cutter,Onion Mincer,Cheese Grater,Colander Basket,Kitchen Gadgets (Gray/Green)", "asin": "B08Y8DYT6P", "price": "$19.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Vegetable Chopper Manual Food Chopper with Container, Hand Pull String Veggie Cutter for Salad Garlic Nut Onion", "asin": "B0D6K54HCC", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Safe Mandoline Slicer, Vegetable Slicer, Potato Clips Slicer,Food Slicer,Thickness Adjustable 1-8mm for Cucumber Potato Carrot Lemon Only Slicer (White)", "asin": "B0DNYHKDBR", "price": "$19.54", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Vegetable Chopper: Pro Food Chopper with Stainless Steel Blade Chopper - Veggie Chopper with Container for Onion Salad Nut Slicer Dicer Cutter - Dishwasher Safe", "asin": "B0D7HR6R52", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hamilton Beach Electric Vegetable Chopper & Mini Food Processor, 3-Cup, 350 Watts, for Dicing, Mincing, and Puree, Black (72850)", "asin": "B06Y2GZWCJ", "price": "$21.75", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Vegetable Chopper,Senbowe Multifunctional 13-in-1 Food Choppers Onion Chopper Vegetable Slicer Cutter Dicer Veggie chopper with 8 Blades,Colander Basket,Container for Salad Potato Carrot Garlic", "asin": "B08YRM8CPM", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Cambom Manual Food Chopper Vegetable Cutter, Hand String Vegetable Chopper Onions Cutter for Vegetable Fruits Nuts BPA Free Food Safe Material, 550ml Gray", "asin": "B097CW44Q5", "price": "$11.04", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Vegetable Chopper Manual Food Chopper with Container, Hand Pull String Veggie Cutter for Salad Garlic Nut Onion", "asin": "B0D6K54HCC", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Fullstar All-in-1 Vegetable Chopper and Mandoline Slicer for Kitchen - Cheese Grater, French Fry Cutter, Cheese Slicer - Bonus Handheld Spiralizer Included (6 in 1, Black/White)", "asin": "B07VG4S38C", "price": "$36.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Vidalia Chop Wizard, Vegetable and Fruit Chopper with 2 Cup Base, Stainless Steel Blades, Dishwasher Safe", "asin": "B000I6JZWA", "price": "$19.55", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Cuisinart Chopper, Stainless Steel/Black, CTG-00-SCHP, 8.2\" x 3.9\" x 3.9\"", "asin": "B007TFNSLC", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pro-Series 16-in-1 Vegetable Chopper, Dewpeton Mandoline Slicer, Veggie Chopper, Food Chopper with Container, Vegetable Cutter & Spiralizer for Onion Salad (Home Essential Gadget & Kitchen)", "asin": "B0BQCSGC64", "price": "$23.39", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "12-in-1 Vegetable Chopper, 7 Blade Veggie Chopper, Practical Food Chopper with Container, Cheese Grater, Home Essentials & Kitchen Gadgets(Green/Grey)", "asin": "B0D5Q9FHMD", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "GANIZA Food Processors, Electric Food Chopper with Meat Grinder & Vegetable Chopper - 2 Bowls (8 Cup+8 Cup) with Powerful 450W Copper Motor - Includes 2 Sets of Bi-Level Blades for Fruits/Meat/Nuts", "asin": "B0BRMM85HG", "price": "$29.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Fullstar Vegetable Chopper and Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Accessories, Home Essentials (8 in 1, White)", "asin": "B0D5DM9YHB", "price": "$34.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Ourokhome Vegetable Chopper Onion Cutter, 12 in 1 Professional Mandoline Slicer for Kitchen, Multifunctional Food Chopper for Potato, Tomato, Veggie with Strainer Basket, 8 Blades, Gray", "asin": "B07YWCHX5V", "price": "$17.84", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "VEVOR Commercial Vegetable Chopper w/ 4 Replacement Blades, Stainless Steel French Fry Cutter Potato Dicer & Fruit Slicer for Restaurants & Home Kitchen", "asin": "B0963PZB9L", "price": "$80.99", "delivery": "FREE delivery Fri, Apr 4 for Prime members"},
{"title": "KitchenAid KFC3516CU 3.5 Cup Food Chopper, Contour Silver", "asin": "B01LX8I3R3", "price": "$54.95", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Fullstar Vegetable Chopper and Mandoline Slicer for Kitchen, Food Chopper with Container & Lid, Cheese Grater (8 in 1 - White)", "asin": "B0DBJ8Q1SB", "price": "$29.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "ROVSUN Commercial Vegetable Chopper French Fry Cutter with 4 Sizes Blades, Potato Dicer Slicer Fruit Chopper Stainless Steel for Restaurant, Home & Kitchen, 1/2\", 3/8\", 1/4\" & 8-Wedge Blades", "asin": "B07JVGLWWY", "price": "$81.99", "delivery": "FREE delivery Apr 2 - 4"},
{"title": "Vegetable Chopper, Pro Onion Chopper, 14 in 1Multifunctional Food Chopper, Kitchen Vegetable Slicer Dicer Cutter,Veggie Chopper With 8 Blades,Carrot and Garlic Chopper With Container (Gray)", "asin": "B0B41NL1JC", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Ourokhome Manual Food Processor Vegetable Chopper, Portable Hand Pull String Garlic Mincer Onion Cutter for Veggies, Ginger, Fruits, Nuts, Herbs, etc., 500ml, Grey", "asin": "B096Z5C4LK", "price": "$12.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "BLACK+DECKER 1.5-Cup Electric Food Chopper, One Touch Pulse, 150W Motor, Stay-Sharp Blade, Dishwasher Safe", "asin": "B01LYR6VNZ", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "LHS Vegetable Chopper Slicer Veggie Chopper Dicer Cutter Multifunctional Food Chopper Onion Chopper Salad Potato Cutter Vegetable Chopper with Container (7 in 1,Green)", "asin": "B07DKDNMS3", "price": "$15.38", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "OXO Good Grips Vegetable and Onion Chopper with Easy Pour Opening White", "asin": "B01BKWJ86I", "price": "$17.42", "delivery": " Two-Day FREE delivery Mon, Mar 31 Only 9 left in stock - order soon."},
{"title": "ONCE FOR ALL Upgrade Safe Mandoline Slicer Plus, Biger Size, Adjustable Vegetable Food Chopper Potato Fries Cutter, Detachable Blade, Kitchen Chopping Artifact, Gift (SkyBlue)", "asin": "B09YH81B9Z", "price": "$36.54", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "DASH Safe Slice\u00ae Mandoline Slicer, Julienne + Dicer for Vegetables, Meal Prep & More with 30+ Presets & Thickness Adjuster - Grey", "asin": "B07XZYXYK9", "price": "$39.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Chopper Vegetable Cutter Food Chopper with Container Onion Chopper Dicer Vegetable Chopper Veggie Chopper Garlic Chopper Nut Chopper Manual Hand, White", "asin": "B0DBF4M2S6", "price": "$16.95", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "VEVOR Commercial Vegetable Fruit Chopper, Stainless Steel French Fry Cutter w/ 4 Blades 1/4\" 3/8\" 1/2\", Vegetable Chopper Dicer w/Stainless Bowl, Heavy Duty Cutter for Potato Tomato Onion Mushroom", "asin": "B09PQWGJCS", "price": "$89.99", "delivery": "FREE delivery Mon, Apr 7 for Prime members"},
{"title": "Cuisinart Food Processor, Mini-Prep 3 Cup, 24 oz, Brushed Chrome and Nickel, DLC-2ABC", "asin": "B0000645YM", "price": "$29.22", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Vegetable Chopper,12 in 1 Multifunctional Food Chopper,Pro Onion Chopper with 7 Blades,Veggie Chopper with Container,Chopper Vegetable Cutter for Salad Potato Carrot Garlic,Kitchen Essential(White)", "asin": "B0DPJ5GQ7M", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Cuisinart Food Processor 14-Cup Vegetable Chopper for Mincing, Dicing, Shredding, Puree & Kneading Dough, Stainless Steel, DFP-14BCNY", "asin": "B01AXM4WV2", "price": "$199.95", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "GORILLA GRIP Heavy Duty 12-in-1 Vegetable Chopper, 6 Blades, Food Choppers with Container, Cucumber Mandoline Slicer, Dice Onions, Slice Veggies, Chop Salad, Home Essential Kitchen Gadgets Tool, Red", "asin": "B0CL7NDPL1", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Vegetable Chopper, Onion Chopper, Multi 11-in-1 Food Choppers, Vegetable Slicer Cutter, Chopper for Onion Tomato Fruit, Mandoline Slicer Cutter Chopper, Quality Kitchen Appliance", "asin": "B09R1FBGM3", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Kuhn Rikon Pull Chop Chopper/Manual Food Processor with Cord Mechanism, Green, 2-Cup", "asin": "B004QGXND0", "price": "$34.00", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Progressive International Onion Chopper \u2013 Green/White, Standard, for Quick and Easy Dicing and Chopping", "asin": "B00OD0LYXU", "price": "$17.47", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Chef'n 102-239-005 VeggiChop Hand-Powered Food Chopper, Set of 1, Cherry", "asin": "B004HINF3U", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "All-in-1 Vegetable Chopper with 8 Blades - Mandoline Slicer - Pro Food Chopper with Container - Veggie Salad Onion Chopper - Potatoe Dicer French Fry Cutter - Cheese Grater - Stainless Steel material", "asin": "B0CWV7XJ7D", "price": "$59.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Geedel Hand Food Chopper, Quick Manual Vegetable Processor, Easy To Clean Rotary Dicer Mincer Mixer Blender for Onion, Garlic, Salad, Salsa, Nuts, Meat, Fruit, Ice, etc", "asin": "B07ZCQ4LPN", "price": "$22.09", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Kitchen in the box Mini Food Processors,400W Powerful Mini Meat Grinder & Food Chopper,Electric Vegetable Chopper with One 3 Cup Bowl & S Blades for Meat/Fish/Vegetable/Baby Food,3cup(1bowl)", "asin": "B0D8B1ZR84", "price": "$24.65", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Brieftons Express Manual Food Chopper: Large 8.5-Cup, Hand Chopper Vegetable Cutter to Chop Veggies, Fruits, Herbs, Garlic Onion Chopper for Salsa, Salad, Pesto, Guacamole, Coleslaw, Indian Cooking", "asin": "B07YZ4D737", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Cuisinart CTG-00-BXCHP6 Vegetable and Fruit Chopper,White", "asin": "B08Q3WC3B9", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-29T23:52:54.467Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-29T23:52:54.467Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-29T23:52:54.467Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 3008,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"vegetable chopper\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Vegetable Chopper, Veggie Chopper With 8 Blades, Onion Chopper with Container, Pro All-in-1 Food Chopper Vegetable Cutter, Grater, Dicer, Mandoline Slicer, Stainless steel materials Salad Chopper\", \"asin\": \"B0CWF8L7ZZ\", \"price\": \"$56.49\", \"quantity\": \"\"},\n{\"title\": \"All-in-1 Vegetable Chopper with 8 Blades - Mandoline Slicer - Pro Food Chopper with Container - Veggie Salad Onion Chopper - Potatoe Dicer French Fry Cutter - Cheese Grater - Stainless Steel material\", \"asin\": \"B0CWV7XJ7D\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Ourokhome Vegetable Chopper Cutter with Container, Manual Hand Food Veggie Dicer with 2 Chopping Blades for Potato Strips, Onion Cubers, Carrot Sticks, Essential Kitchen Gadgets (2 in 1, Gray)\", \"asin\": \"B0D8748SVP\", \"price\": \"$18.69\", \"quantity\": \"\"},\n{\"title\": \"Geedel Vegetable Chopper, Onion Chopper Pro Food Chopper, Kitchen Vegetable Slicer Dicer Cutter Grater, Veggie Chopper with container for Salad Onion Potato Carrot (4 in 1, Red)\", \"asin\": \"B0CD6QTS3J\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Commercial Vegetable Fruit Chopper, Professional Potato Slicer, Manual Veggie Chopper Cutter Machine, French Fry Cutter Kitchen,Stainless Steel Blades with 3 Replacement (1/4\\\"+3/8\\\"+1/2\\\" Blades)\", \"asin\": \"B09Q356XJD\", \"price\": \"$106.71\", \"quantity\": \"\"},\n{\"title\": \"Cambom Manual Food Chopper Vegetable Cutter, Hand String Vegetable Chopper Onions Cutter for Vegetable Fruits Nuts BPA Free Food Safe Material, 550ml Gray\", \"asin\": \"B097CW44Q5\", \"price\": \"$11.04\", \"quantity\": \"\"},\n{\"title\": \"Safe Mandoline Slicer, Vegetable Slicer, Potato Clips Slicer,Food Slicer,Thickness Adjustable 1-8mm for Cucumber Potato Carrot Lemon Only Slicer (White)\", \"asin\": \"B0DNYHKDBR\", \"price\": \"$19.54\", \"quantity\": \"\"},\n{\"title\": \"Cambom Mandoline Slicer Vegetable Slicer With 2 L Container for Potatoes, Tomatoes, Cucumbers, Carrots With 10 Blades White\", \"asin\": \"B0D4Z35BVC\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Vegetable Chopper Manual Food Chopper with Container, Hand Pull String Veggie Cutter for Salad Garlic Nut Onion\", \"asin\": \"B0D6K54HCC\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"KEOUKE Vegetable Chopper 3 Interchangeable Blades Onion Chopper Multi-functional Potato French Fry Cutter Manual Vegetable Cutter Dicer for Cucumber, Tomato, Carrot with Container & Storage Box, White\", \"asin\": \"B0DPFMGYVF\", \"price\": \"$22.09\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Fullstar Vegetable Chopper and Spiralizer - Food Chopper with Container, Fruit Slicer, Kitchen Gadgets & Accessories, Home Essentials (4 in 1, White)\", \"asin\": \"B0764HS4SL\"},\n{\"title\": \"Fullstar Vegetable Chopper and Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Accessories, Home Essentials (8 in 1, White)\", \"asin\": \"B0D5DM9YHB\"},\n{\"title\": \"Fullstar Vegetable Chopper, Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Gadgets, Home Essentials (6-in-1, White/Black)\", \"asin\": \"B0BHSXFTGH\"}],\n\"search_results\": [{\"title\": \"Vegetable Chopper,Senbowe Multifunctional 13-in-1 Food Choppers Onion Chopper Vegetable Slicer Cutter Dicer Veggie chopper with 8 Blades,Colander Basket,Container for Salad Potato Carrot Garlic\", \"asin\": \"B08YRM8CPM\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper Mandoline Slicer,Veggie Chopper, Multifunctional 10 in 1 Food Choppers, Kitchen Vegetable Slicer Dicer Cutter,Onion Mincer,Cheese Grater,Colander Basket,Kitchen Gadgets (Gray/Green)\", \"asin\": \"B08Y8DYT6P\", \"price\": \"$19.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper Slicer 13-in-1 with Spice Chopper Set 7 Blades Veggie Dicer Onion Fruit Cutter\", \"asin\": \"B0D6JW9M5Z\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"KEOUKE Vegetable Chopper 12in1 Veggie Chopper Slicer Cutter Food Dicer with Container Hand Guard Draining Basket, Grey\", \"asin\": \"B07Z3K23G2\", \"price\": \"$18.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper, Pro Onion Chopper, Multifunctional 13 in 1 Food Chopper, Kitchen Vegetable Slicer Dicer Cutter,Veggie Chopper With 8 Blades,Carrot and Garlic Chopper With Container\\u2026\", \"asin\": \"B09YH5CPQP\", \"price\": \"$23.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Fullstar Vegetable Chopper and Spiralizer - Food Chopper with Container, Fruit Slicer, Kitchen Gadgets & Accessories, Home Essentials (4 in 1, White)\", \"asin\": \"B0764HS4SL\", \"price\": \"$24.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Mueller Vegetable Chopper Mandoline Slicer, Food Veggie Chopper, Cheese Grater, Onion Vegetable Cutter with Container, Dicer, Kitchen Gadgets & Essentials, White Sand/Grey\", \"asin\": \"B0DCKCK326\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"12-in-1 Vegetable Chopper, Kitchen Gadgets, Veggie Chopper, Food Chopper, Onion Chopper, Cucumber Slicer, Versatile Mandoline with 7 Blades, Includes Egg Separator & Finger Guard, Gray\", \"asin\": \"B0DHZ1RH87\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Mueller Pro-Series 10-in-1, 8 Blade Vegetable Chopper, Onion Mincer, Cutter, Dicer, Egg Slicer with Container, French Fry Cutter Potatoe Slicer, Home Essentials & Kitchen Gadgets, Salad Chopper\", \"asin\": \"B08N9Q24M9\", \"price\": \"$24.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper, Multi-Functional 14 in 1 Food Chopper With 3 Blades and 5 Blades for Cutting Onions, Carrots, Tomatoes, Fruits\", \"asin\": \"B0DHXC35XL\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper, 12-in-1 Multifunctional Food Chopper, Professional Onion Chopper with 7 Blades, Vegetable Cutter with Container for Salad, Potato, Carrot, and Garlic; Essential Kitchen Tool (Grey)\", \"asin\": \"B0DJL1DNM3\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Cambom Manual Food Chopper Vegetable Cutter, Hand String Vegetable Chopper Onions Cutter for Vegetable Fruits Nuts BPA Free Food Safe Material, 550ml Gray\", \"asin\": \"B097CW44Q5\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper, RJISZTA 13 in 1 Kitchen Food Onion Vegetable Chopper Slicer Dicer Cutter with 8 Blades, Egg slicer,Storage Container for Tomato Potato Carrot Salad\", \"asin\": \"B09SNY6CWZ\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper Mandoline Slicer, Food Veggie Chopper, Cheese Grater, Onion Vegetable Cutter with Container, Dicer, Kitchen Gadgets,Includes Bonus Egg Slicer\", \"asin\": \"B0CFKXSQQB\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Manual Food Processor Vegetable Chopper 2.3 Cup Small Mini Hand Pull String Onion Chopper Garlic Mincer Cutter with 3 Stainless Steel Blades - White\", \"asin\": \"B09TDJ82CR\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Fullstar Vegetable Chopper, Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Gadgets, Home Essentials (6-in-1, White/Black)\", \"asin\": \"B0BHSXFTGH\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"HomeHacks Vegetable Chopper Vegetable Cutter, 12 in 1 Kitchen Gadget, Dicer, Slicer, Onion Cutter, Salad, Cheese Grater & Egg Separator - Multi-Functional Veggie Chopper Lid with Handle\", \"asin\": \"B0DPFN8S96\", \"price\": \"$13.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"OXO Good Grips Vegetable Chopper, White\", \"asin\": \"B09WFWN76D\", \"price\": \"$22.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper Mandoline Slicer,Veggie Chopper, Multifunctional 10 in 1 Food Choppers, Kitchen Vegetable Slicer Dicer Cutter,Onion Mincer,Cheese Grater,Colander Basket,Kitchen Gadgets (Gray/Green)\", \"asin\": \"B08Y8DYT6P\", \"price\": \"$19.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper Manual Food Chopper with Container, Hand Pull String Veggie Cutter for Salad Garlic Nut Onion\", \"asin\": \"B0D6K54HCC\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Safe Mandoline Slicer, Vegetable Slicer, Potato Clips Slicer,Food Slicer,Thickness Adjustable 1-8mm for Cucumber Potato Carrot Lemon Only Slicer (White)\", \"asin\": \"B0DNYHKDBR\", \"price\": \"$19.54\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper: Pro Food Chopper with Stainless Steel Blade Chopper - Veggie Chopper with Container for Onion Salad Nut Slicer Dicer Cutter - Dishwasher Safe\", \"asin\": \"B0D7HR6R52\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hamilton Beach Electric Vegetable Chopper & Mini Food Processor, 3-Cup, 350 Watts, for Dicing, Mincing, and Puree, Black (72850)\", \"asin\": \"B06Y2GZWCJ\", \"price\": \"$21.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper,Senbowe Multifunctional 13-in-1 Food Choppers Onion Chopper Vegetable Slicer Cutter Dicer Veggie chopper with 8 Blades,Colander Basket,Container for Salad Potato Carrot Garlic\", \"asin\": \"B08YRM8CPM\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Cambom Manual Food Chopper Vegetable Cutter, Hand String Vegetable Chopper Onions Cutter for Vegetable Fruits Nuts BPA Free Food Safe Material, 550ml Gray\", \"asin\": \"B097CW44Q5\", \"price\": \"$11.04\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Vegetable Chopper Manual Food Chopper with Container, Hand Pull String Veggie Cutter for Salad Garlic Nut Onion\", \"asin\": \"B0D6K54HCC\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Fullstar All-in-1 Vegetable Chopper and Mandoline Slicer for Kitchen - Cheese Grater, French Fry Cutter, Cheese Slicer - Bonus Handheld Spiralizer Included (6 in 1, Black/White)\", \"asin\": \"B07VG4S38C\", \"price\": \"$36.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Vidalia Chop Wizard, Vegetable and Fruit Chopper with 2 Cup Base, Stainless Steel Blades, Dishwasher Safe\", \"asin\": \"B000I6JZWA\", \"price\": \"$19.55\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Cuisinart Chopper, Stainless Steel/Black, CTG-00-SCHP, 8.2\\\" x 3.9\\\" x 3.9\\\"\", \"asin\": \"B007TFNSLC\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Pro-Series 16-in-1 Vegetable Chopper, Dewpeton Mandoline Slicer, Veggie Chopper, Food Chopper with Container, Vegetable Cutter & Spiralizer for Onion Salad (Home Essential Gadget & Kitchen)\", \"asin\": \"B0BQCSGC64\", \"price\": \"$23.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"12-in-1 Vegetable Chopper, 7 Blade Veggie Chopper, Practical Food Chopper with Container, Cheese Grater, Home Essentials & Kitchen Gadgets(Green/Grey)\", \"asin\": \"B0D5Q9FHMD\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"GANIZA Food Processors, Electric Food Chopper with Meat Grinder & Vegetable Chopper - 2 Bowls (8 Cup+8 Cup) with Powerful 450W Copper Motor - Includes 2 Sets of Bi-Level Blades for Fruits/Meat/Nuts\", \"asin\": \"B0BRMM85HG\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Fullstar Vegetable Chopper and Mandoline Slicer - Cheese Grater, Food Chopper with Container, Kitchen Accessories, Home Essentials (8 in 1, White)\", \"asin\": \"B0D5DM9YHB\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Ourokhome Vegetable Chopper Onion Cutter, 12 in 1 Professional Mandoline Slicer for Kitchen, Multifunctional Food Chopper for Potato, Tomato, Veggie with Strainer Basket, 8 Blades, Gray\", \"asin\": \"B07YWCHX5V\", \"price\": \"$17.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"VEVOR Commercial Vegetable Chopper w/ 4 Replacement Blades, Stainless Steel French Fry Cutter Potato Dicer & Fruit Slicer for Restaurants & Home Kitchen\", \"asin\": \"B0963PZB9L\", \"price\": \"$80.99\", \"delivery\": \"FREE delivery Fri, Apr 4 for Prime members\"},\n{\"title\": \"KitchenAid KFC3516CU 3.5 Cup Food Chopper, Contour Silver\", \"asin\": \"B01LX8I3R3\", \"price\": \"$54.95\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Fullstar Vegetable Chopper and Mandoline Slicer for Kitchen, Food Chopper with Container & Lid, Cheese Grater (8 in 1 - White)\", \"asin\": \"B0DBJ8Q1SB\", \"price\": \"$29.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"ROVSUN Commercial Vegetable Chopper French Fry Cutter with 4 Sizes Blades, Potato Dicer Slicer Fruit Chopper Stainless Steel for Restaurant, Home & Kitchen, 1/2\\\", 3/8\\\", 1/4\\\" & 8-Wedge Blades\", \"asin\": \"B07JVGLWWY\", \"price\": \"$81.99\", \"delivery\": \"FREE delivery Apr 2 - 4\"},\n{\"title\": \"Vegetable Chopper, Pro Onion Chopper, 14 in 1Multifunctional Food Chopper, Kitchen Vegetable Slicer Dicer Cutter,Veggie Chopper With 8 Blades,Carrot and Garlic Chopper With Container (Gray)\", \"asin\": \"B0B41NL1JC\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Ourokhome Manual Food Processor Vegetable Chopper, Portable Hand Pull String Garlic Mincer Onion Cutter for Veggies, Ginger, Fruits, Nuts, Herbs, etc., 500ml, Grey\", \"asin\": \"B096Z5C4LK\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"BLACK+DECKER 1.5-Cup Electric Food Chopper, One Touch Pulse, 150W Motor, Stay-Sharp Blade, Dishwasher Safe\", \"asin\": \"B01LYR6VNZ\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"LHS Vegetable Chopper Slicer Veggie Chopper Dicer Cutter Multifunctional Food Chopper Onion Chopper Salad Potato Cutter Vegetable Chopper with Container (7 in 1,Green)\", \"asin\": \"B07DKDNMS3\", \"price\": \"$15.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"OXO Good Grips Vegetable and Onion Chopper with Easy Pour Opening White\", \"asin\": \"B01BKWJ86I\", \"price\": \"$17.42\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31 Only 9 left in stock - order soon.\"},\n{\"title\": \"ONCE FOR ALL Upgrade Safe Mandoline Slicer Plus, Biger Size, Adjustable Vegetable Food Chopper Potato Fries Cutter, Detachable Blade, Kitchen Chopping Artifact, Gift (SkyBlue)\", \"asin\": \"B09YH81B9Z\", \"price\": \"$36.54\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"DASH Safe Slice\\u00ae Mandoline Slicer, Julienne + Dicer for Vegetables, Meal Prep & More with 30+ Presets & Thickness Adjuster - Grey\", \"asin\": \"B07XZYXYK9\", \"price\": \"$39.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Chopper Vegetable Cutter Food Chopper with Container Onion Chopper Dicer Vegetable Chopper Veggie Chopper Garlic Chopper Nut Chopper Manual Hand, White\", \"asin\": \"B0DBF4M2S6\", \"price\": \"$16.95\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"VEVOR Commercial Vegetable Fruit Chopper, Stainless Steel French Fry Cutter w/ 4 Blades 1/4\\\" 3/8\\\" 1/2\\\", Vegetable Chopper Dicer w/Stainless Bowl, Heavy Duty Cutter for Potato Tomato Onion Mushroom\", \"asin\": \"B09PQWGJCS\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Mon, Apr 7 for Prime members\"},\n{\"title\": \"Cuisinart Food Processor, Mini-Prep 3 Cup, 24 oz, Brushed Chrome and Nickel, DLC-2ABC\", \"asin\": \"B0000645YM\", \"price\": \"$29.22\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Vegetable Chopper,12 in 1 Multifunctional Food Chopper,Pro Onion Chopper with 7 Blades,Veggie Chopper with Container,Chopper Vegetable Cutter for Salad Potato Carrot Garlic,Kitchen Essential(White)\", \"asin\": \"B0DPJ5GQ7M\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Cuisinart Food Processor 14-Cup Vegetable Chopper for Mincing, Dicing, Shredding, Puree & Kneading Dough, Stainless Steel, DFP-14BCNY\", \"asin\": \"B01AXM4WV2\", \"price\": \"$199.95\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"GORILLA GRIP Heavy Duty 12-in-1 Vegetable Chopper, 6 Blades, Food Choppers with Container, Cucumber Mandoline Slicer, Dice Onions, Slice Veggies, Chop Salad, Home Essential Kitchen Gadgets Tool, Red\", \"asin\": \"B0CL7NDPL1\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Vegetable Chopper, Onion Chopper, Multi 11-in-1 Food Choppers, Vegetable Slicer Cutter, Chopper for Onion Tomato Fruit, Mandoline Slicer Cutter Chopper, Quality Kitchen Appliance\", \"asin\": \"B09R1FBGM3\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Kuhn Rikon Pull Chop Chopper/Manual Food Processor with Cord Mechanism, Green, 2-Cup\", \"asin\": \"B004QGXND0\", \"price\": \"$34.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Progressive International Onion Chopper \\u2013 Green/White, Standard, for Quick and Easy Dicing and Chopping\", \"asin\": \"B00OD0LYXU\", \"price\": \"$17.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Chef'n 102-239-005 VeggiChop Hand-Powered Food Chopper, Set of 1, Cherry\", \"asin\": \"B004HINF3U\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"All-in-1 Vegetable Chopper with 8 Blades - Mandoline Slicer - Pro Food Chopper with Container - Veggie Salad Onion Chopper - Potatoe Dicer French Fry Cutter - Cheese Grater - Stainless Steel material\", \"asin\": \"B0CWV7XJ7D\", \"price\": \"$59.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Geedel Hand Food Chopper, Quick Manual Vegetable Processor, Easy To Clean Rotary Dicer Mincer Mixer Blender for Onion, Garlic, Salad, Salsa, Nuts, Meat, Fruit, Ice, etc\", \"asin\": \"B07ZCQ4LPN\", \"price\": \"$22.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Kitchen in the box Mini Food Processors,400W Powerful Mini Meat Grinder & Food Chopper,Electric Vegetable Chopper with One 3 Cup Bowl & S Blades for Meat/Fish/Vegetable/Baby Food,3cup(1bowl)\", \"asin\": \"B0D8B1ZR84\", \"price\": \"$24.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Brieftons Express Manual Food Chopper: Large 8.5-Cup, Hand Chopper Vegetable Cutter to Chop Veggies, Fruits, Herbs, Garlic Onion Chopper for Salsa, Salad, Pesto, Guacamole, Coleslaw, Indian Cooking\", \"asin\": \"B07YZ4D737\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Cuisinart CTG-00-BXCHP6 Vegetable and Fruit Chopper,White\", \"asin\": \"B08Q3WC3B9\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:52:54.467Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow Dryer for Women Low Noise Professional Brushless Hair Dryer with Magnetic Diffuser and Nozzle, Gray\", \"asin\": \"B0DPJPNCFY\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Blow Dryer for Fast Drying, Low Noise Compact Lightweight Travel Salon Hair Dryer with Magnetic Diffuser for Curling Women, Ionic Technology and Safety Certified\", \"asin\": \"B0DS3T7WMJ\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine\", \"asin\": \"B0DK5JDNP2\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Gaabor Hair Dryer, 130000 RPM High Speed Brushless Motor Blow Dryer for Fast Drying with 680 Millions Negative Ionic, Low Noise Thermo-Control Lightweight Hairdryer with Magnetic Nozzle, White\", \"asin\": \"B0DPHBPMG7\", \"price\": \"$71.98\", \"quantity\": \"\"},\n{\"title\": \"T3 Aire IQ Hair Dryer Kit with Quick Dry Concentrator, Style Concentrator, Diffuser & Dryer Stand | Fast, Healthy Blowouts with Smart Heat Personalization | for All Hair Types\", \"asin\": \"B0DSVZTGJH\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vatsekui Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)\", \"asin\": \"B0DRS15C8K\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"dreame Gleam Hair Dryer with Diffuser, Blow Dryer with 0.73 lbs Lightweight Design, Fast Drying, Negative Ions for Smooth Hair\", \"asin\": \"B0CXPQZZPZ\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - High-Speed 150,000 RPM Hairdryer for Fast Drying, 500Million Negative Ionic & Thermo-Control & Cool Shot Button & Lightweight & HD Display Blow Dryer with Magnetic Diffuser & Nozzle\", \"asin\": \"B0C643LJRW\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Instant Vortex Plus 6QT Air Fryer with Odor Erase Technology, 6-in-1 Functions that Crisps, Roasts, Broils, Dehydrates, Bakes & Reheats, 100+In-App Recipes, from the Makers of Instant Pot,1700W,Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gourmet Bowl Scraper, Set of 2, Aqua Sky and Storm Grey\", \"asin\": \"\", \"price\": \"$6.75\", \"quantity\": \"\"},\n{\"title\": \"DASH Mini Rice Cooker Steamer with Removable Nonstick Pot, Keep Warm Function & Recipe Guide, Half Quart, for Soups, Stews, Grains & Oatmeal - Pink\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Instant Pot Vortex Plus 6QT XL Air Fryer, 6-in-1, Broils, Dehydrates, Crisps, Roasts, Reheats, Bakes for Quick Easy Meals, 100+ In-App Recipes, Dishwasher-Safe, from the Makers of Instant Pot, Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Smart Humidifiers for Bedroom Large Room Home,(6L) Cool Mist Top Fill Essential Oil Diffuser for Baby & Plants,Smart App & Voice Control, Rapid Humidification & Auto Mode-Quiet Sleep Mode, Gray\", \"asin\": \"\", \"price\": \"$63.92\", \"quantity\": \"\"},\n{\"title\": \"Crane Ultrasonic Teardrop Cool Mist Humidifier, Large 1 Gal Tank, Automatic Shut-Off, Baby Humidifiers for Nursery and Bedroom, Grey\", \"asin\": \"\", \"price\": \"$35.67\", \"quantity\": \"\"},\n{\"title\": \"COSORI Air Fryer Pro 9-in-1, Compact 5QT, 450\\u2109: Half Time & Chef-Grade Cook, One-Wipe Clean Glass Panel, 130+ In-App Recipes with Nutritional Info, Nonstick & Dishwasher-Safe Basket, Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gingham Mini Oven Mitt 2-Pack Set, Dried Rose, 5.5\\\"x8\\\"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dreo 6L Top Fill Humidifiers for Bedroom, 60H Runtime, 28 dB Quiet Supersized Cool Mist Humidifiers for Large Room, Air Humidifier for Home, Baby, Plant, Indoor, Night Light, Ultrasonic\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Paris Hilton Epic Nonstick Pots and Pans Set, Multi-layer Nonstick Coating, Tempered Glass Lids, Soft Touch, Stay Cool Handles, Made without PFOA, Dishwasher Safe Cookware Set, 12-Piece, Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Ninja DZ201 Foodi 8 Quart 6-in-1 DualZone 2-Basket Air Fryer with 2 Independent Frying Baskets, Match Cook & Smart Finish to Roast, Broil, Dehydrate & More for Quick, Easy Meals, Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nespresso Vertuo Next Coffee and Espresso Maker by Breville, Navy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Yankee Candle MidSummer's Night Scented, Classic Large Single Wick Jar Candle, 22oz with Over 110 Hours of Burn Time, Ideal for Dinner Parties, Relaxing Saturdays, and Special Occasions\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,Ionic Hair Dryers for Women & Men - 110,000 RPM Professional High-Speed Blow Dryer with 400 Million Plasma, Magnetic Nozzle, HD Display & Cool/Hot Air Modes | Fast Drying & Thermo-Control\", \"asin\": \"\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ANNE BETTY Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle\", \"asin\": \"\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Slopehill Hair Dryer - 110,000 RPM High-Velocity Fast Drying + Low Noise + Lightweight + Intelligent Temperature Control Hair Care for Home, Salon and Travel (Pink)\", \"asin\": \"\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Oushome Professional Hair Dryer for Fast Drying with 150,000 RPM High-Speed Brushless Motor, 500 Million Negative Ionic, Lightweight and Low Noise, Ideal for Home, Travel, and Salon Use\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise 4 Temp/3 Speeds Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Chikoni Hair Dryer, 130000 RPM High Speed 500 Millions Negative Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo Control Quiet Hair Dryer Magnetic Diffuser for Home Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel & Home - Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types\", \"asin\": \"\", \"price\": \"$59.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional Ionic Hair Dryer for Fast Drying, High Speed Hair Blow Dryer with Diffuser for Home Salon Travel, Constant Temperature Hair Care Without Hair Damage\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"KARFUN Plasma Hair Dryer, 1500W High Speed Blow Dryer with Plasma Tech (Positive+Negative Ionic), LED Display, 5 Temps 2 Speed, Thermo-Control, Fast Drying Plasma Hairdryer for Home or Travel (Gray)\", \"asin\": \"\", \"price\": \"$49.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"\", \"price\": \"$59.49\", \"quantity\": \"\"},\n{\"title\": \"RUBY RAE - Dual Voltage Ionic Hair Dryer - 2000W Professional Blow Dryer with Diffuser - Lightweight - Fast Drying & Low Noise for Salon Quality Styling - 3 Magnetic Attachments for All Hair Types\", \"asin\": \"\", \"price\": \"$99.97\", \"quantity\": \"\"},\n{\"title\": \"OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home\", \"asin\": \"\", \"price\": \"$49.79\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, White\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dekuri Hair Dryer, 110,000 RPM High-Speed Fast Drying Blow Dryer, 200 Million Ionic Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 3 Speeds, Low Noise for Women & Men (Pink)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:53:44.458Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-29T23:53:44.458Z
|
input
|
hair dryer pana
|
rule
|
train
| 3,009
|
2025-03-29T23:53:44.458Z
|
input
|
hair dryer pana
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:54.467Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$56.98", "quantity": "1"},
{"title": "License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)", "asin": "B01BB6YL60", "price": "$9.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.85", "quantity": "1"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.99"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.79"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow Dryer for Women Low Noise Professional Brushless Hair Dryer with Magnetic Diffuser and Nozzle, Gray", "asin": "B0DPJPNCFY", "price": "$89.99", "quantity": ""},
{"title": "Hair Dryer, High-Speed Ionic Blow Dryer for Fast Drying, Low Noise Compact Lightweight Travel Salon Hair Dryer with Magnetic Diffuser for Curling Women, Ionic Technology and Safety Certified", "asin": "B0DS3T7WMJ", "price": "$55.99", "quantity": ""},
{"title": "FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine", "asin": "B0DK5JDNP2", "price": "$79.99", "quantity": ""},
{"title": "Gaabor Hair Dryer, 130000 RPM High Speed Brushless Motor Blow Dryer for Fast Drying with 680 Millions Negative Ionic, Low Noise Thermo-Control Lightweight Hairdryer with Magnetic Nozzle, White", "asin": "B0DPHBPMG7", "price": "$71.98", "quantity": ""},
{"title": "T3 Aire IQ Hair Dryer Kit with Quick Dry Concentrator, Style Concentrator, Diffuser & Dryer Stand | Fast, Healthy Blowouts with Smart Heat Personalization | for All Hair Types", "asin": "B0DSVZTGJH", "price": "$399.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage", "asin": "B0DG4Y9NJ3", "price": "", "quantity": ""},
{"title": "Vatsekui Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)", "asin": "B0DRS15C8K", "price": "", "quantity": ""},
{"title": "dreame Gleam Hair Dryer with Diffuser, Blow Dryer with 0.73 lbs Lightweight Design, Fast Drying, Negative Ions for Smooth Hair", "asin": "B0CXPQZZPZ", "price": "", "quantity": ""},
{"title": "Hair Dryer - High-Speed 150,000 RPM Hairdryer for Fast Drying, 500Million Negative Ionic & Thermo-Control & Cool Shot Button & Lightweight & HD Display Blow Dryer with Magnetic Diffuser & Nozzle", "asin": "B0C643LJRW", "price": "", "quantity": ""},
{"title": "Instant Vortex Plus 6QT Air Fryer with Odor Erase Technology, 6-in-1 Functions that Crisps, Roasts, Broils, Dehydrates, Bakes & Reheats, 100+In-App Recipes, from the Makers of Instant Pot,1700W,Black", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "KitchenAid Gourmet Bowl Scraper, Set of 2, Aqua Sky and Storm Grey", "asin": "", "price": "$6.75", "quantity": ""},
{"title": "DASH Mini Rice Cooker Steamer with Removable Nonstick Pot, Keep Warm Function & Recipe Guide, Half Quart, for Soups, Stews, Grains & Oatmeal - Pink", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Instant Pot Vortex Plus 6QT XL Air Fryer, 6-in-1, Broils, Dehydrates, Crisps, Roasts, Reheats, Bakes for Quick Easy Meals, 100+ In-App Recipes, Dishwasher-Safe, from the Makers of Instant Pot, Black", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "LEVOIT Smart Humidifiers for Bedroom Large Room Home,(6L) Cool Mist Top Fill Essential Oil Diffuser for Baby & Plants,Smart App & Voice Control, Rapid Humidification & Auto Mode-Quiet Sleep Mode, Gray", "asin": "", "price": "$63.92", "quantity": ""},
{"title": "Crane Ultrasonic Teardrop Cool Mist Humidifier, Large 1 Gal Tank, Automatic Shut-Off, Baby Humidifiers for Nursery and Bedroom, Grey", "asin": "", "price": "$35.67", "quantity": ""},
{"title": "COSORI Air Fryer Pro 9-in-1, Compact 5QT, 450\u2109: Half Time & Chef-Grade Cook, One-Wipe Clean Glass Panel, 130+ In-App Recipes with Nutritional Info, Nonstick & Dishwasher-Safe Basket, Gray", "asin": "", "price": "", "quantity": ""},
{"title": "KitchenAid Gingham Mini Oven Mitt 2-Pack Set, Dried Rose, 5.5\"x8\"", "asin": "", "price": "", "quantity": ""},
{"title": "Dreo 6L Top Fill Humidifiers for Bedroom, 60H Runtime, 28 dB Quiet Supersized Cool Mist Humidifiers for Large Room, Air Humidifier for Home, Baby, Plant, Indoor, Night Light, Ultrasonic", "asin": "", "price": "", "quantity": ""},
{"title": "LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H", "asin": "", "price": "", "quantity": ""},
{"title": "Paris Hilton Epic Nonstick Pots and Pans Set, Multi-layer Nonstick Coating, Tempered Glass Lids, Soft Touch, Stay Cool Handles, Made without PFOA, Dishwasher Safe Cookware Set, 12-Piece, Pink", "asin": "", "price": "", "quantity": ""},
{"title": "Ninja DZ201 Foodi 8 Quart 6-in-1 DualZone 2-Basket Air Fryer with 2 Independent Frying Baskets, Match Cook & Smart Finish to Roast, Broil, Dehydrate & More for Quick, Easy Meals, Grey", "asin": "", "price": "", "quantity": ""},
{"title": "Nespresso Vertuo Next Coffee and Espresso Maker by Breville, Navy", "asin": "", "price": "", "quantity": ""},
{"title": "Yankee Candle MidSummer's Night Scented, Classic Large Single Wick Jar Candle, 22oz with Over 110 Hours of Burn Time, Ideal for Dinner Parties, Relaxing Saturdays, and Special Occasions", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer,Ionic Hair Dryers for Women & Men - 110,000 RPM Professional High-Speed Blow Dryer with 400 Million Plasma, Magnetic Nozzle, HD Display & Cool/Hot Air Modes | Fast Drying & Thermo-Control", "asin": "", "price": "$47.49", "quantity": ""},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "ANNE BETTY Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle", "asin": "", "price": "$33.99", "quantity": ""},
{"title": "Slopehill Hair Dryer - 110,000 RPM High-Velocity Fast Drying + Low Noise + Lightweight + Intelligent Temperature Control Hair Care for Home, Salon and Travel (Pink)", "asin": "", "price": "$49.99", "quantity": ""},
{"title": "Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel", "asin": "", "price": "$69.29", "quantity": ""},
{"title": "Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "", "price": "", "quantity": ""},
{"title": "Oushome Professional Hair Dryer for Fast Drying with 150,000 RPM High-Speed Brushless Motor, 500 Million Negative Ionic, Lightweight and Low Noise, Ideal for Home, Travel, and Salon Use", "asin": "", "price": "", "quantity": ""},
{"title": "Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise 4 Temp/3 Speeds Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "", "price": "", "quantity": ""},
{"title": "Chikoni Hair Dryer, 130000 RPM High Speed 500 Millions Negative Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo Control Quiet Hair Dryer Magnetic Diffuser for Home Travel", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel & Home - Pink", "asin": "", "price": "", "quantity": ""},
{"title": "ELLA BELLA\u00ae Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types", "asin": "", "price": "$59.97", "quantity": ""},
{"title": "Hair Dryer, Professional Ionic Hair Dryer for Fast Drying, High Speed Hair Blow Dryer with Diffuser for Home Salon Travel, Constant Temperature Hair Care Without Hair Damage", "asin": "", "price": "$69.99", "quantity": ""},
{"title": "KARFUN Plasma Hair Dryer, 1500W High Speed Blow Dryer with Plasma Tech (Positive+Negative Ionic), LED Display, 5 Temps 2 Speed, Thermo-Control, Fast Drying Plasma Hairdryer for Home or Travel (Gray)", "asin": "", "price": "$49.97", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)", "asin": "", "price": "$59.49", "quantity": ""},
{"title": "RUBY RAE - Dual Voltage Ionic Hair Dryer - 2000W Professional Blow Dryer with Diffuser - Lightweight - Fast Drying & Low Noise for Salon Quality Styling - 3 Magnetic Attachments for All Hair Types", "asin": "", "price": "$99.97", "quantity": ""},
{"title": "OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home", "asin": "", "price": "$49.79", "quantity": ""},
{"title": "Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, White", "asin": "", "price": "", "quantity": ""},
{"title": "ELLA BELLA\u00ae Professional Smart Ionic Hair Dryer with Diffuser \u2022 Negative Ion Blow Dryer \u2022 Intelligent Heat Control & Wind Speeds \u2022 Suitable All Hair Types", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag", "asin": "", "price": "", "quantity": ""},
{"title": "High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink", "asin": "", "price": "", "quantity": ""},
{"title": "Dekuri Hair Dryer, 110,000 RPM High-Speed Fast Drying Blow Dryer, 200 Million Ionic Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 3 Speeds, Low Noise for Women & Men (Pink)", "asin": "", "price": "", "quantity": ""},
{"title": "Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds", "asin": "", "price": "", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-29T23:53:44.458Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-29T23:53:44.458Z\",\"action\": \"input\",\"acion_argument\": \"hair dryer pana\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-29T23:53:44.458Z\",\"action\": \"input\",\"acion_argument\": \"hair dryer pana\",}</answer>",
"index": 3009,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow Dryer for Women Low Noise Professional Brushless Hair Dryer with Magnetic Diffuser and Nozzle, Gray\", \"asin\": \"B0DPJPNCFY\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Blow Dryer for Fast Drying, Low Noise Compact Lightweight Travel Salon Hair Dryer with Magnetic Diffuser for Curling Women, Ionic Technology and Safety Certified\", \"asin\": \"B0DS3T7WMJ\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine\", \"asin\": \"B0DK5JDNP2\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Gaabor Hair Dryer, 130000 RPM High Speed Brushless Motor Blow Dryer for Fast Drying with 680 Millions Negative Ionic, Low Noise Thermo-Control Lightweight Hairdryer with Magnetic Nozzle, White\", \"asin\": \"B0DPHBPMG7\", \"price\": \"$71.98\", \"quantity\": \"\"},\n{\"title\": \"T3 Aire IQ Hair Dryer Kit with Quick Dry Concentrator, Style Concentrator, Diffuser & Dryer Stand | Fast, Healthy Blowouts with Smart Heat Personalization | for All Hair Types\", \"asin\": \"B0DSVZTGJH\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vatsekui Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)\", \"asin\": \"B0DRS15C8K\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"dreame Gleam Hair Dryer with Diffuser, Blow Dryer with 0.73 lbs Lightweight Design, Fast Drying, Negative Ions for Smooth Hair\", \"asin\": \"B0CXPQZZPZ\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - High-Speed 150,000 RPM Hairdryer for Fast Drying, 500Million Negative Ionic & Thermo-Control & Cool Shot Button & Lightweight & HD Display Blow Dryer with Magnetic Diffuser & Nozzle\", \"asin\": \"B0C643LJRW\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Instant Vortex Plus 6QT Air Fryer with Odor Erase Technology, 6-in-1 Functions that Crisps, Roasts, Broils, Dehydrates, Bakes & Reheats, 100+In-App Recipes, from the Makers of Instant Pot,1700W,Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gourmet Bowl Scraper, Set of 2, Aqua Sky and Storm Grey\", \"asin\": \"\", \"price\": \"$6.75\", \"quantity\": \"\"},\n{\"title\": \"DASH Mini Rice Cooker Steamer with Removable Nonstick Pot, Keep Warm Function & Recipe Guide, Half Quart, for Soups, Stews, Grains & Oatmeal - Pink\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Instant Pot Vortex Plus 6QT XL Air Fryer, 6-in-1, Broils, Dehydrates, Crisps, Roasts, Reheats, Bakes for Quick Easy Meals, 100+ In-App Recipes, Dishwasher-Safe, from the Makers of Instant Pot, Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Smart Humidifiers for Bedroom Large Room Home,(6L) Cool Mist Top Fill Essential Oil Diffuser for Baby & Plants,Smart App & Voice Control, Rapid Humidification & Auto Mode-Quiet Sleep Mode, Gray\", \"asin\": \"\", \"price\": \"$63.92\", \"quantity\": \"\"},\n{\"title\": \"Crane Ultrasonic Teardrop Cool Mist Humidifier, Large 1 Gal Tank, Automatic Shut-Off, Baby Humidifiers for Nursery and Bedroom, Grey\", \"asin\": \"\", \"price\": \"$35.67\", \"quantity\": \"\"},\n{\"title\": \"COSORI Air Fryer Pro 9-in-1, Compact 5QT, 450\\u2109: Half Time & Chef-Grade Cook, One-Wipe Clean Glass Panel, 130+ In-App Recipes with Nutritional Info, Nonstick & Dishwasher-Safe Basket, Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gingham Mini Oven Mitt 2-Pack Set, Dried Rose, 5.5\\\"x8\\\"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dreo 6L Top Fill Humidifiers for Bedroom, 60H Runtime, 28 dB Quiet Supersized Cool Mist Humidifiers for Large Room, Air Humidifier for Home, Baby, Plant, Indoor, Night Light, Ultrasonic\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Paris Hilton Epic Nonstick Pots and Pans Set, Multi-layer Nonstick Coating, Tempered Glass Lids, Soft Touch, Stay Cool Handles, Made without PFOA, Dishwasher Safe Cookware Set, 12-Piece, Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Ninja DZ201 Foodi 8 Quart 6-in-1 DualZone 2-Basket Air Fryer with 2 Independent Frying Baskets, Match Cook & Smart Finish to Roast, Broil, Dehydrate & More for Quick, Easy Meals, Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nespresso Vertuo Next Coffee and Espresso Maker by Breville, Navy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Yankee Candle MidSummer's Night Scented, Classic Large Single Wick Jar Candle, 22oz with Over 110 Hours of Burn Time, Ideal for Dinner Parties, Relaxing Saturdays, and Special Occasions\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,Ionic Hair Dryers for Women & Men - 110,000 RPM Professional High-Speed Blow Dryer with 400 Million Plasma, Magnetic Nozzle, HD Display & Cool/Hot Air Modes | Fast Drying & Thermo-Control\", \"asin\": \"\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ANNE BETTY Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle\", \"asin\": \"\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Slopehill Hair Dryer - 110,000 RPM High-Velocity Fast Drying + Low Noise + Lightweight + Intelligent Temperature Control Hair Care for Home, Salon and Travel (Pink)\", \"asin\": \"\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Oushome Professional Hair Dryer for Fast Drying with 150,000 RPM High-Speed Brushless Motor, 500 Million Negative Ionic, Lightweight and Low Noise, Ideal for Home, Travel, and Salon Use\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise 4 Temp/3 Speeds Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Chikoni Hair Dryer, 130000 RPM High Speed 500 Millions Negative Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo Control Quiet Hair Dryer Magnetic Diffuser for Home Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel & Home - Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types\", \"asin\": \"\", \"price\": \"$59.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional Ionic Hair Dryer for Fast Drying, High Speed Hair Blow Dryer with Diffuser for Home Salon Travel, Constant Temperature Hair Care Without Hair Damage\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"KARFUN Plasma Hair Dryer, 1500W High Speed Blow Dryer with Plasma Tech (Positive+Negative Ionic), LED Display, 5 Temps 2 Speed, Thermo-Control, Fast Drying Plasma Hairdryer for Home or Travel (Gray)\", \"asin\": \"\", \"price\": \"$49.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"\", \"price\": \"$59.49\", \"quantity\": \"\"},\n{\"title\": \"RUBY RAE - Dual Voltage Ionic Hair Dryer - 2000W Professional Blow Dryer with Diffuser - Lightweight - Fast Drying & Low Noise for Salon Quality Styling - 3 Magnetic Attachments for All Hair Types\", \"asin\": \"\", \"price\": \"$99.97\", \"quantity\": \"\"},\n{\"title\": \"OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home\", \"asin\": \"\", \"price\": \"$49.79\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, White\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dekuri Hair Dryer, 110,000 RPM High-Speed Fast Drying Blow Dryer, 200 Million Ionic Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 3 Speeds, Low Noise for Women & Men (Pink)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:53:44.458Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow Dryer for Women Low Noise Professional Brushless Hair Dryer with Magnetic Diffuser and Nozzle, Gray\", \"asin\": \"B0DPJPNCFY\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Blow Dryer for Fast Drying, Low Noise Compact Lightweight Travel Salon Hair Dryer with Magnetic Diffuser for Curling Women, Ionic Technology and Safety Certified\", \"asin\": \"B0DS3T7WMJ\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine\", \"asin\": \"B0DK5JDNP2\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Gaabor Hair Dryer, 130000 RPM High Speed Brushless Motor Blow Dryer for Fast Drying with 680 Millions Negative Ionic, Low Noise Thermo-Control Lightweight Hairdryer with Magnetic Nozzle, White\", \"asin\": \"B0DPHBPMG7\", \"price\": \"$71.98\", \"quantity\": \"\"},\n{\"title\": \"T3 Aire IQ Hair Dryer Kit with Quick Dry Concentrator, Style Concentrator, Diffuser & Dryer Stand | Fast, Healthy Blowouts with Smart Heat Personalization | for All Hair Types\", \"asin\": \"B0DSVZTGJH\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vatsekui Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)\", \"asin\": \"B0DRS15C8K\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"dreame Gleam Hair Dryer with Diffuser, Blow Dryer with 0.73 lbs Lightweight Design, Fast Drying, Negative Ions for Smooth Hair\", \"asin\": \"B0CXPQZZPZ\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - High-Speed 150,000 RPM Hairdryer for Fast Drying, 500Million Negative Ionic & Thermo-Control & Cool Shot Button & Lightweight & HD Display Blow Dryer with Magnetic Diffuser & Nozzle\", \"asin\": \"B0C643LJRW\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Instant Vortex Plus 6QT Air Fryer with Odor Erase Technology, 6-in-1 Functions that Crisps, Roasts, Broils, Dehydrates, Bakes & Reheats, 100+In-App Recipes, from the Makers of Instant Pot,1700W,Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gourmet Bowl Scraper, Set of 2, Aqua Sky and Storm Grey\", \"asin\": \"\", \"price\": \"$6.75\", \"quantity\": \"\"},\n{\"title\": \"DASH Mini Rice Cooker Steamer with Removable Nonstick Pot, Keep Warm Function & Recipe Guide, Half Quart, for Soups, Stews, Grains & Oatmeal - Pink\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Instant Pot Vortex Plus 6QT XL Air Fryer, 6-in-1, Broils, Dehydrates, Crisps, Roasts, Reheats, Bakes for Quick Easy Meals, 100+ In-App Recipes, Dishwasher-Safe, from the Makers of Instant Pot, Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Smart Humidifiers for Bedroom Large Room Home,(6L) Cool Mist Top Fill Essential Oil Diffuser for Baby & Plants,Smart App & Voice Control, Rapid Humidification & Auto Mode-Quiet Sleep Mode, Gray\", \"asin\": \"\", \"price\": \"$63.92\", \"quantity\": \"\"},\n{\"title\": \"Crane Ultrasonic Teardrop Cool Mist Humidifier, Large 1 Gal Tank, Automatic Shut-Off, Baby Humidifiers for Nursery and Bedroom, Grey\", \"asin\": \"\", \"price\": \"$35.67\", \"quantity\": \"\"},\n{\"title\": \"COSORI Air Fryer Pro 9-in-1, Compact 5QT, 450\\u2109: Half Time & Chef-Grade Cook, One-Wipe Clean Glass Panel, 130+ In-App Recipes with Nutritional Info, Nonstick & Dishwasher-Safe Basket, Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gingham Mini Oven Mitt 2-Pack Set, Dried Rose, 5.5\\\"x8\\\"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dreo 6L Top Fill Humidifiers for Bedroom, 60H Runtime, 28 dB Quiet Supersized Cool Mist Humidifiers for Large Room, Air Humidifier for Home, Baby, Plant, Indoor, Night Light, Ultrasonic\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Paris Hilton Epic Nonstick Pots and Pans Set, Multi-layer Nonstick Coating, Tempered Glass Lids, Soft Touch, Stay Cool Handles, Made without PFOA, Dishwasher Safe Cookware Set, 12-Piece, Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Ninja DZ201 Foodi 8 Quart 6-in-1 DualZone 2-Basket Air Fryer with 2 Independent Frying Baskets, Match Cook & Smart Finish to Roast, Broil, Dehydrate & More for Quick, Easy Meals, Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nespresso Vertuo Next Coffee and Espresso Maker by Breville, Navy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Yankee Candle MidSummer's Night Scented, Classic Large Single Wick Jar Candle, 22oz with Over 110 Hours of Burn Time, Ideal for Dinner Parties, Relaxing Saturdays, and Special Occasions\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,Ionic Hair Dryers for Women & Men - 110,000 RPM Professional High-Speed Blow Dryer with 400 Million Plasma, Magnetic Nozzle, HD Display & Cool/Hot Air Modes | Fast Drying & Thermo-Control\", \"asin\": \"\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ANNE BETTY Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle\", \"asin\": \"\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Slopehill Hair Dryer - 110,000 RPM High-Velocity Fast Drying + Low Noise + Lightweight + Intelligent Temperature Control Hair Care for Home, Salon and Travel (Pink)\", \"asin\": \"\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Oushome Professional Hair Dryer for Fast Drying with 150,000 RPM High-Speed Brushless Motor, 500 Million Negative Ionic, Lightweight and Low Noise, Ideal for Home, Travel, and Salon Use\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise 4 Temp/3 Speeds Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Chikoni Hair Dryer, 130000 RPM High Speed 500 Millions Negative Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo Control Quiet Hair Dryer Magnetic Diffuser for Home Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel & Home - Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types\", \"asin\": \"\", \"price\": \"$59.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional Ionic Hair Dryer for Fast Drying, High Speed Hair Blow Dryer with Diffuser for Home Salon Travel, Constant Temperature Hair Care Without Hair Damage\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"KARFUN Plasma Hair Dryer, 1500W High Speed Blow Dryer with Plasma Tech (Positive+Negative Ionic), LED Display, 5 Temps 2 Speed, Thermo-Control, Fast Drying Plasma Hairdryer for Home or Travel (Gray)\", \"asin\": \"\", \"price\": \"$49.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"\", \"price\": \"$59.49\", \"quantity\": \"\"},\n{\"title\": \"RUBY RAE - Dual Voltage Ionic Hair Dryer - 2000W Professional Blow Dryer with Diffuser - Lightweight - Fast Drying & Low Noise for Salon Quality Styling - 3 Magnetic Attachments for All Hair Types\", \"asin\": \"\", \"price\": \"$99.97\", \"quantity\": \"\"},\n{\"title\": \"OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home\", \"asin\": \"\", \"price\": \"$49.79\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, White\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dekuri Hair Dryer, 110,000 RPM High-Speed Fast Drying Blow Dryer, 200 Million Ionic Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 3 Speeds, Low Noise for Women & Men (Pink)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:53:51.881Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-29T23:53:51.881Z
|
input
|
hair dryer panasonic ioic
|
rule
|
train
| 3,010
|
2025-03-29T23:53:51.881Z
|
input
|
hair dryer panasonic ioic
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:54.467Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-29T23:53:44.458Z", "action": "input", "action_argument": "hair dryer pana"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$56.98", "quantity": "1"},
{"title": "License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)", "asin": "B01BB6YL60", "price": "$9.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.85", "quantity": "1"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.99"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.79"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow Dryer for Women Low Noise Professional Brushless Hair Dryer with Magnetic Diffuser and Nozzle, Gray", "asin": "B0DPJPNCFY", "price": "$89.99", "quantity": ""},
{"title": "Hair Dryer, High-Speed Ionic Blow Dryer for Fast Drying, Low Noise Compact Lightweight Travel Salon Hair Dryer with Magnetic Diffuser for Curling Women, Ionic Technology and Safety Certified", "asin": "B0DS3T7WMJ", "price": "$55.99", "quantity": ""},
{"title": "FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine", "asin": "B0DK5JDNP2", "price": "$79.99", "quantity": ""},
{"title": "Gaabor Hair Dryer, 130000 RPM High Speed Brushless Motor Blow Dryer for Fast Drying with 680 Millions Negative Ionic, Low Noise Thermo-Control Lightweight Hairdryer with Magnetic Nozzle, White", "asin": "B0DPHBPMG7", "price": "$71.98", "quantity": ""},
{"title": "T3 Aire IQ Hair Dryer Kit with Quick Dry Concentrator, Style Concentrator, Diffuser & Dryer Stand | Fast, Healthy Blowouts with Smart Heat Personalization | for All Hair Types", "asin": "B0DSVZTGJH", "price": "$399.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage", "asin": "B0DG4Y9NJ3", "price": "", "quantity": ""},
{"title": "Vatsekui Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)", "asin": "B0DRS15C8K", "price": "", "quantity": ""},
{"title": "dreame Gleam Hair Dryer with Diffuser, Blow Dryer with 0.73 lbs Lightweight Design, Fast Drying, Negative Ions for Smooth Hair", "asin": "B0CXPQZZPZ", "price": "", "quantity": ""},
{"title": "Hair Dryer - High-Speed 150,000 RPM Hairdryer for Fast Drying, 500Million Negative Ionic & Thermo-Control & Cool Shot Button & Lightweight & HD Display Blow Dryer with Magnetic Diffuser & Nozzle", "asin": "B0C643LJRW", "price": "", "quantity": ""},
{"title": "Instant Vortex Plus 6QT Air Fryer with Odor Erase Technology, 6-in-1 Functions that Crisps, Roasts, Broils, Dehydrates, Bakes & Reheats, 100+In-App Recipes, from the Makers of Instant Pot,1700W,Black", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "KitchenAid Gourmet Bowl Scraper, Set of 2, Aqua Sky and Storm Grey", "asin": "", "price": "$6.75", "quantity": ""},
{"title": "DASH Mini Rice Cooker Steamer with Removable Nonstick Pot, Keep Warm Function & Recipe Guide, Half Quart, for Soups, Stews, Grains & Oatmeal - Pink", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Instant Pot Vortex Plus 6QT XL Air Fryer, 6-in-1, Broils, Dehydrates, Crisps, Roasts, Reheats, Bakes for Quick Easy Meals, 100+ In-App Recipes, Dishwasher-Safe, from the Makers of Instant Pot, Black", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "LEVOIT Smart Humidifiers for Bedroom Large Room Home,(6L) Cool Mist Top Fill Essential Oil Diffuser for Baby & Plants,Smart App & Voice Control, Rapid Humidification & Auto Mode-Quiet Sleep Mode, Gray", "asin": "", "price": "$63.92", "quantity": ""},
{"title": "Crane Ultrasonic Teardrop Cool Mist Humidifier, Large 1 Gal Tank, Automatic Shut-Off, Baby Humidifiers for Nursery and Bedroom, Grey", "asin": "", "price": "$35.67", "quantity": ""},
{"title": "COSORI Air Fryer Pro 9-in-1, Compact 5QT, 450\u2109: Half Time & Chef-Grade Cook, One-Wipe Clean Glass Panel, 130+ In-App Recipes with Nutritional Info, Nonstick & Dishwasher-Safe Basket, Gray", "asin": "", "price": "", "quantity": ""},
{"title": "KitchenAid Gingham Mini Oven Mitt 2-Pack Set, Dried Rose, 5.5\"x8\"", "asin": "", "price": "", "quantity": ""},
{"title": "Dreo 6L Top Fill Humidifiers for Bedroom, 60H Runtime, 28 dB Quiet Supersized Cool Mist Humidifiers for Large Room, Air Humidifier for Home, Baby, Plant, Indoor, Night Light, Ultrasonic", "asin": "", "price": "", "quantity": ""},
{"title": "LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H", "asin": "", "price": "", "quantity": ""},
{"title": "Paris Hilton Epic Nonstick Pots and Pans Set, Multi-layer Nonstick Coating, Tempered Glass Lids, Soft Touch, Stay Cool Handles, Made without PFOA, Dishwasher Safe Cookware Set, 12-Piece, Pink", "asin": "", "price": "", "quantity": ""},
{"title": "Ninja DZ201 Foodi 8 Quart 6-in-1 DualZone 2-Basket Air Fryer with 2 Independent Frying Baskets, Match Cook & Smart Finish to Roast, Broil, Dehydrate & More for Quick, Easy Meals, Grey", "asin": "", "price": "", "quantity": ""},
{"title": "Nespresso Vertuo Next Coffee and Espresso Maker by Breville, Navy", "asin": "", "price": "", "quantity": ""},
{"title": "Yankee Candle MidSummer's Night Scented, Classic Large Single Wick Jar Candle, 22oz with Over 110 Hours of Burn Time, Ideal for Dinner Parties, Relaxing Saturdays, and Special Occasions", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer,Ionic Hair Dryers for Women & Men - 110,000 RPM Professional High-Speed Blow Dryer with 400 Million Plasma, Magnetic Nozzle, HD Display & Cool/Hot Air Modes | Fast Drying & Thermo-Control", "asin": "", "price": "$47.49", "quantity": ""},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "ANNE BETTY Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle", "asin": "", "price": "$33.99", "quantity": ""},
{"title": "Slopehill Hair Dryer - 110,000 RPM High-Velocity Fast Drying + Low Noise + Lightweight + Intelligent Temperature Control Hair Care for Home, Salon and Travel (Pink)", "asin": "", "price": "$49.99", "quantity": ""},
{"title": "Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel", "asin": "", "price": "$69.29", "quantity": ""},
{"title": "Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "", "price": "", "quantity": ""},
{"title": "Oushome Professional Hair Dryer for Fast Drying with 150,000 RPM High-Speed Brushless Motor, 500 Million Negative Ionic, Lightweight and Low Noise, Ideal for Home, Travel, and Salon Use", "asin": "", "price": "", "quantity": ""},
{"title": "Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise 4 Temp/3 Speeds Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "", "price": "", "quantity": ""},
{"title": "Chikoni Hair Dryer, 130000 RPM High Speed 500 Millions Negative Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo Control Quiet Hair Dryer Magnetic Diffuser for Home Travel", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel & Home - Pink", "asin": "", "price": "", "quantity": ""},
{"title": "ELLA BELLA\u00ae Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types", "asin": "", "price": "$59.97", "quantity": ""},
{"title": "Hair Dryer, Professional Ionic Hair Dryer for Fast Drying, High Speed Hair Blow Dryer with Diffuser for Home Salon Travel, Constant Temperature Hair Care Without Hair Damage", "asin": "", "price": "$69.99", "quantity": ""},
{"title": "KARFUN Plasma Hair Dryer, 1500W High Speed Blow Dryer with Plasma Tech (Positive+Negative Ionic), LED Display, 5 Temps 2 Speed, Thermo-Control, Fast Drying Plasma Hairdryer for Home or Travel (Gray)", "asin": "", "price": "$49.97", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)", "asin": "", "price": "$59.49", "quantity": ""},
{"title": "RUBY RAE - Dual Voltage Ionic Hair Dryer - 2000W Professional Blow Dryer with Diffuser - Lightweight - Fast Drying & Low Noise for Salon Quality Styling - 3 Magnetic Attachments for All Hair Types", "asin": "", "price": "$99.97", "quantity": ""},
{"title": "OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home", "asin": "", "price": "$49.79", "quantity": ""},
{"title": "Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, White", "asin": "", "price": "", "quantity": ""},
{"title": "ELLA BELLA\u00ae Professional Smart Ionic Hair Dryer with Diffuser \u2022 Negative Ion Blow Dryer \u2022 Intelligent Heat Control & Wind Speeds \u2022 Suitable All Hair Types", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag", "asin": "", "price": "", "quantity": ""},
{"title": "High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink", "asin": "", "price": "", "quantity": ""},
{"title": "Dekuri Hair Dryer, 110,000 RPM High-Speed Fast Drying Blow Dryer, 200 Million Ionic Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 3 Speeds, Low Noise for Women & Men (Pink)", "asin": "", "price": "", "quantity": ""},
{"title": "Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds", "asin": "", "price": "", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-29T23:53:51.881Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-29T23:53:51.881Z\",\"action\": \"input\",\"acion_argument\": \"hair dryer panasonic ioic\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-29T23:53:51.881Z\",\"action\": \"input\",\"acion_argument\": \"hair dryer panasonic ioic\",}</answer>",
"index": 3010,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow Dryer for Women Low Noise Professional Brushless Hair Dryer with Magnetic Diffuser and Nozzle, Gray\", \"asin\": \"B0DPJPNCFY\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Blow Dryer for Fast Drying, Low Noise Compact Lightweight Travel Salon Hair Dryer with Magnetic Diffuser for Curling Women, Ionic Technology and Safety Certified\", \"asin\": \"B0DS3T7WMJ\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine\", \"asin\": \"B0DK5JDNP2\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Gaabor Hair Dryer, 130000 RPM High Speed Brushless Motor Blow Dryer for Fast Drying with 680 Millions Negative Ionic, Low Noise Thermo-Control Lightweight Hairdryer with Magnetic Nozzle, White\", \"asin\": \"B0DPHBPMG7\", \"price\": \"$71.98\", \"quantity\": \"\"},\n{\"title\": \"T3 Aire IQ Hair Dryer Kit with Quick Dry Concentrator, Style Concentrator, Diffuser & Dryer Stand | Fast, Healthy Blowouts with Smart Heat Personalization | for All Hair Types\", \"asin\": \"B0DSVZTGJH\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vatsekui Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)\", \"asin\": \"B0DRS15C8K\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"dreame Gleam Hair Dryer with Diffuser, Blow Dryer with 0.73 lbs Lightweight Design, Fast Drying, Negative Ions for Smooth Hair\", \"asin\": \"B0CXPQZZPZ\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - High-Speed 150,000 RPM Hairdryer for Fast Drying, 500Million Negative Ionic & Thermo-Control & Cool Shot Button & Lightweight & HD Display Blow Dryer with Magnetic Diffuser & Nozzle\", \"asin\": \"B0C643LJRW\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Instant Vortex Plus 6QT Air Fryer with Odor Erase Technology, 6-in-1 Functions that Crisps, Roasts, Broils, Dehydrates, Bakes & Reheats, 100+In-App Recipes, from the Makers of Instant Pot,1700W,Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gourmet Bowl Scraper, Set of 2, Aqua Sky and Storm Grey\", \"asin\": \"\", \"price\": \"$6.75\", \"quantity\": \"\"},\n{\"title\": \"DASH Mini Rice Cooker Steamer with Removable Nonstick Pot, Keep Warm Function & Recipe Guide, Half Quart, for Soups, Stews, Grains & Oatmeal - Pink\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Instant Pot Vortex Plus 6QT XL Air Fryer, 6-in-1, Broils, Dehydrates, Crisps, Roasts, Reheats, Bakes for Quick Easy Meals, 100+ In-App Recipes, Dishwasher-Safe, from the Makers of Instant Pot, Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Smart Humidifiers for Bedroom Large Room Home,(6L) Cool Mist Top Fill Essential Oil Diffuser for Baby & Plants,Smart App & Voice Control, Rapid Humidification & Auto Mode-Quiet Sleep Mode, Gray\", \"asin\": \"\", \"price\": \"$63.92\", \"quantity\": \"\"},\n{\"title\": \"Crane Ultrasonic Teardrop Cool Mist Humidifier, Large 1 Gal Tank, Automatic Shut-Off, Baby Humidifiers for Nursery and Bedroom, Grey\", \"asin\": \"\", \"price\": \"$35.67\", \"quantity\": \"\"},\n{\"title\": \"COSORI Air Fryer Pro 9-in-1, Compact 5QT, 450\\u2109: Half Time & Chef-Grade Cook, One-Wipe Clean Glass Panel, 130+ In-App Recipes with Nutritional Info, Nonstick & Dishwasher-Safe Basket, Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gingham Mini Oven Mitt 2-Pack Set, Dried Rose, 5.5\\\"x8\\\"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dreo 6L Top Fill Humidifiers for Bedroom, 60H Runtime, 28 dB Quiet Supersized Cool Mist Humidifiers for Large Room, Air Humidifier for Home, Baby, Plant, Indoor, Night Light, Ultrasonic\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Paris Hilton Epic Nonstick Pots and Pans Set, Multi-layer Nonstick Coating, Tempered Glass Lids, Soft Touch, Stay Cool Handles, Made without PFOA, Dishwasher Safe Cookware Set, 12-Piece, Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Ninja DZ201 Foodi 8 Quart 6-in-1 DualZone 2-Basket Air Fryer with 2 Independent Frying Baskets, Match Cook & Smart Finish to Roast, Broil, Dehydrate & More for Quick, Easy Meals, Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nespresso Vertuo Next Coffee and Espresso Maker by Breville, Navy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Yankee Candle MidSummer's Night Scented, Classic Large Single Wick Jar Candle, 22oz with Over 110 Hours of Burn Time, Ideal for Dinner Parties, Relaxing Saturdays, and Special Occasions\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,Ionic Hair Dryers for Women & Men - 110,000 RPM Professional High-Speed Blow Dryer with 400 Million Plasma, Magnetic Nozzle, HD Display & Cool/Hot Air Modes | Fast Drying & Thermo-Control\", \"asin\": \"\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ANNE BETTY Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle\", \"asin\": \"\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Slopehill Hair Dryer - 110,000 RPM High-Velocity Fast Drying + Low Noise + Lightweight + Intelligent Temperature Control Hair Care for Home, Salon and Travel (Pink)\", \"asin\": \"\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Oushome Professional Hair Dryer for Fast Drying with 150,000 RPM High-Speed Brushless Motor, 500 Million Negative Ionic, Lightweight and Low Noise, Ideal for Home, Travel, and Salon Use\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise 4 Temp/3 Speeds Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Chikoni Hair Dryer, 130000 RPM High Speed 500 Millions Negative Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo Control Quiet Hair Dryer Magnetic Diffuser for Home Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel & Home - Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types\", \"asin\": \"\", \"price\": \"$59.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional Ionic Hair Dryer for Fast Drying, High Speed Hair Blow Dryer with Diffuser for Home Salon Travel, Constant Temperature Hair Care Without Hair Damage\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"KARFUN Plasma Hair Dryer, 1500W High Speed Blow Dryer with Plasma Tech (Positive+Negative Ionic), LED Display, 5 Temps 2 Speed, Thermo-Control, Fast Drying Plasma Hairdryer for Home or Travel (Gray)\", \"asin\": \"\", \"price\": \"$49.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"\", \"price\": \"$59.49\", \"quantity\": \"\"},\n{\"title\": \"RUBY RAE - Dual Voltage Ionic Hair Dryer - 2000W Professional Blow Dryer with Diffuser - Lightweight - Fast Drying & Low Noise for Salon Quality Styling - 3 Magnetic Attachments for All Hair Types\", \"asin\": \"\", \"price\": \"$99.97\", \"quantity\": \"\"},\n{\"title\": \"OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home\", \"asin\": \"\", \"price\": \"$49.79\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, White\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dekuri Hair Dryer, 110,000 RPM High-Speed Fast Drying Blow Dryer, 200 Million Ionic Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 3 Speeds, Low Noise for Women & Men (Pink)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:53:51.881Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair dryer panasonic ioic\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"quantity\": \"\"},\n{\"title\": \"Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\\n4 Piece Set\", \"asin\": \"B08RK2LHR6\", \"price\": \"$99.19\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"B0D924NX8V\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"B0D924NX8V\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black\", \"asin\": \"B0DRY2V3LV\", \"price\": \"$69.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)\", \"asin\": \"B0CCGHXNGX\"}],\n\"search_results\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\", \"price\": \"$79.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\", \"price\": \"$99.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"SE Lite Hair Dryer, Negative Ionic Blow Dryer with 10W RPM Brushless Motor for Fast Drying, High-Speed Low Noise Thermo-Control Hairdryer with Lightweight Design for Home/Portable Travel\", \"asin\": \"B0DX78W658\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Apr 3 - 8\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"nanoe Compact Hair Dryer for Healthy-Looking Hair, 1400W Portable Hair Dryer with Folding Handling and QuickDry Nozzle for Fast Drying \\u2013 EH-NA27-K (Black/Pink)\", \"asin\": \"B01NA6YB07\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\", \"price\": \"$99.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Black | Packaging May Vary\", \"asin\": \"B07TT9XH98\", \"price\": \"$31.33\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Turbo Hair Dryer with Advanced Ionic Technology, Ceramic Coating | Turbo Heat and Cold Shot Features, 1875 Watts for Fast Drying and Shine (Silver)\", \"asin\": \"B0027SU9JU\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"B0DKSYVLTX\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Travel Hair Dryer | Salon-Style Blowouts, Lightweight Design, 1875 Watts for Fast Drying with 2 Heat & Speed Settings for Drying and Styling Flexibility (Black)\", \"asin\": \"B003TQPRGY\", \"price\": \"$10.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"B0D924NX8V\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D1R985WS\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black\", \"asin\": \"B0DRY2V3LV\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold\", \"asin\": \"B09CP8SSGP\", \"price\": \"$31.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer - 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle, Silvery\", \"asin\": \"B0CGL31SR2\", \"price\": \"$65.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D1R985WS\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer - 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle, Silvery\", \"asin\": \"B0CGL31SR2\", \"price\": \"$65.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)\", \"asin\": \"B0D5M3Y97W\", \"price\": \"$33.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle\", \"asin\": \"B0DHRZDDDZ\", \"price\": \"$55.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray\", \"asin\": \"B0D672M7WW\", \"price\": \"$81.65\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Nanoe Hair Dryer, 1875 Watt Professional Blow Dryer for Smooth, Shiny Hair with 3 Attachments Quick Dry Nozzle, Diffuser and Concentrator Nozzle \\u2013 EH-NA65-K (Black/Pink), Black\", \"asin\": \"B00JH2C3DE\", \"price\": \"$96.81\", \"delivery\": \"FREE delivery Tue, Apr 8 Or fastest delivery Tue, Apr 1\"},\n{\"title\": \"EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Deep Navy)\", \"asin\": \"B0B72L6K9P\", \"price\": \"$294.63\", \"delivery\": \"FREE delivery Apr 18 - May 5 Or fastest delivery Apr 9 - 14\"},\n{\"title\": \"EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Pink Gold)\", \"asin\": \"B0B72KNZFR\", \"price\": \"$182.00\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31 Only 1 left in stock - order soon.\"},\n{\"title\": \"EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Lavender Pink)\", \"asin\": \"B0B72HZHLG\", \"price\": \"$290.86\", \"delivery\": \"FREE delivery Apr 4 - 8\"},\n{\"title\": \"EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Wht)\", \"asin\": \"B0B72H1W4K\", \"price\": \"$175.45\", \"delivery\": \"FREE delivery Apr 4 - 8\"},\n{\"title\": \"Hair Dryer,150000 RPM High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, 51dB Low Noise Thermo-Control Hairdryer with Magnetic Diffuser & Nozzle for Children,Women,Men\", \"asin\": \"B0D9PY4QK6\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)\", \"asin\": \"B07GZWQDPR\", \"price\": \"$26.44\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel\", \"asin\": \"B086SR1KML\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"will come for dryer to catch blow brush (blue) EHKA10AH7617\", \"asin\": \"B008H0V8BK\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Only 1 left in stock - order soon.\"},\n{\"title\": \"Hair Dryer, Nano Titanium 2000-Watt Blow Dryer, Professional/Ionic\", \"asin\": \"B091KB6H1F\", \"price\": \"$89.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Supersonic\\u2122 Hair Dryer\", \"asin\": \"B0B4T6RTZ2\", \"price\": \"$429.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer SpeedStyle RapidGloss Finisher and High-Velocity Dryer, Ionic Hair Blow Dryer with IQ Speed Styling and Drying Suite, No Heat Damage, Best for Straight and Wavy Hair, Silk, HD331\", \"asin\": \"B0C7YJ7WML\", \"price\": \"$159.00\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Travel Hair Dryer with Dual Voltage, 1600W Compact Hair Dryer with Folding Handle, Travel Blow Dryer\", \"asin\": \"B000094ZDX\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer with Retractable Cord, 1875W Cord-Keeper Blow Dryer,Pink\", \"asin\": \"B000E8PG98\", \"price\": \"$17.62\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Damage Protection Hair Dryer with Ceramic Ionic Tourmaline Technology, Black, Diffuser and Concentrator, 3 Piece Set\", \"asin\": \"B00MMRFUG8\", \"price\": \"$19.16\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer, Worldwide Travel Hair Dryer with Smart Voltage Technology and Folding Handle, Includes Concentrator\", \"asin\": \"B07HB2ZRNJ\", \"price\": \"$29.59\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"2-In-1 Electric Hair Dryer Styling Tool - Blow Dryer Brush with Teasing Comb, 3 Gear Adjustable Hair Straightener (US Plug)\", \"asin\": \"B09S9XZLF7\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 1875 Watts Fast Drying Blow Dryer with Diffuser and Concentrator, Compact Lightweight Hair Dryer for Women and Men\", \"asin\": \"B0CXXLCFMG\", \"price\": \"$25.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"B0DLSL1J5J\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"2 in 1 Hair Dryer Brush, Negative Ion Anti-frizz Hot Air Brush Blower, Professional Electric Household Hair Curling Comb, Protable Hair Dryer Comb Machine\", \"asin\": \"B0BRB54F22\", \"price\": \"$33.99\", \"delivery\": \"FREE delivery Apr 12 - 20 for Prime members\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control\", \"asin\": \"B0DK31PZG8\", \"price\": \"$119.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive\", \"asin\": \"B0D2JNQ6TQ\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$85.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CXT5ZB9W\", \"price\": \"$67.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Pocket Hair Dryer - Ultra Lightweight Blow Dryer with 2 Styling Attachments, Fast Drying, High-Speed Brushless Motor, 300M Negative Ions, Low Noise, Compact & Portable for Home & Travel & Gym\", \"asin\": \"B0D45MLSGS\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"One Step Volumizer Plus Hair Dryer and Styler | More Volume, Less Damage, and More Styling Control for Easy and Fast Salon-Style Blowouts, Plus Travel Friendly (Mint)\", \"asin\": \"B0971Q5X3G\", \"price\": \"$48.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Blow Dryer Brush Comb 2 in 1 - Multifunctional Hair Styling Tool for Beauty, Professional Electric Hair Dryer and Volumizer for Women and Men\", \"asin\": \"B0BQ3MPKVS\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"B0DLVXXVPH\", \"price\": \"$59.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer with 110K RPM High Speed 1400w Motor for 1-5min Fast Dry, 0.86lb Lightweight & 49db Low Noise,1.5 Billion Plasma & Smart Thermo Control & Strong Magnetic Nozzle Diffuser Travel Blow Dryer\", \"asin\": \"B0D3HH4W63\", \"price\": \"$53.74\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag\", \"asin\": \"B0DQPP7LD7\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer with Diffuser, 1500W High-Speed Professional Blow Dryer with Comb for Fast Drying, 110,000RPM Brushless Motor, 200 Million Ionic Hairdryer Zero Damage, 3 Speeds & 4 Temps, Low-Noise\", \"asin\": \"B0CPDJFQ42\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer with Folding Handle and Retractable Cord, 1875W Travel Hair Dryer, Conair Blow Dryer\", \"asin\": \"B009ZPMPGI\", \"price\": \"$21.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:53:52.511Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-29T23:53:52.511Z
|
click
|
search
|
rule
|
train
| 3,011
|
2025-03-29T23:53:52.511Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:54.467Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-29T23:53:44.458Z", "action": "input", "action_argument": "hair dryer pana"}
{"timestamp": "2025-03-29T23:53:51.881Z", "action": "input", "action_argument": "hair dryer panasonic ioic"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "hair dryer panasonic ioic"}],
"cart_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$56.98", "quantity": "1"},
{"title": "License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)", "asin": "B01BB6YL60", "price": "$9.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.85", "quantity": "1"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.99"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.79"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$56.98", "quantity": ""},
{"title": "Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3", "price": "$79.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$69.99", "quantity": ""},
{"title": "Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\n4 Piece Set", "asin": "B08RK2LHR6", "price": "$99.19", "quantity": ""},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver", "asin": "B0D924NX8V", "price": "$34.99", "quantity": ""},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$56.98", "quantity": ""},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White", "asin": "B0DRG1VV8S", "price": "$67.99", "quantity": ""},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver", "asin": "B0D924NX8V", "price": "$34.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$69.99", "quantity": ""},
{"title": "Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black", "asin": "B0DRY2V3LV", "price": "$69.99", "quantity": ""}],
"ads": [{"title": "Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3"},
{"title": "Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)", "asin": "B08RK2LHR6"},
{"title": "Panasonic Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)", "asin": "B0CCGHXNGX"}],
"search_results": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$56.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3", "price": "$79.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)", "asin": "B08RK2LHR6", "price": "$99.19", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "SE Lite Hair Dryer, Negative Ionic Blow Dryer with 10W RPM Brushless Motor for Fast Drying, High-Speed Low Noise Thermo-Control Hairdryer with Lightweight Design for Home/Portable Travel", "asin": "B0DX78W658", "price": "$79.99", "delivery": "FREE delivery Apr 3 - 8"},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "nanoe Compact Hair Dryer for Healthy-Looking Hair, 1400W Portable Hair Dryer with Folding Handling and QuickDry Nozzle for Fast Drying \u2013 EH-NA27-K (Black/Pink)", "asin": "B01NA6YB07", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)", "asin": "B08RK2LHR6", "price": "$99.19", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Black | Packaging May Vary", "asin": "B07TT9XH98", "price": "$31.33", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Turbo Hair Dryer with Advanced Ionic Technology, Ceramic Coating | Turbo Heat and Cold Shot Features, 1875 Watts for Fast Drying and Shine (Silver)", "asin": "B0027SU9JU", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel", "asin": "B0DKSYVLTX", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Travel Hair Dryer | Salon-Style Blowouts, Lightweight Design, 1875 Watts for Fast Drying with 2 Heat & Speed Settings for Drying and Styling Flexibility (Black)", "asin": "B003TQPRGY", "price": "$10.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver", "asin": "B0D924NX8V", "price": "$34.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D1R985WS", "price": "$69.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black", "asin": "B0DRY2V3LV", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage", "asin": "B0DG4Y9NJ3", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold", "asin": "B09CP8SSGP", "price": "$31.83", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$56.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer - 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle, Silvery", "asin": "B0CGL31SR2", "price": "$65.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D1R985WS", "price": "$69.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer - 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle, Silvery", "asin": "B0CGL31SR2", "price": "$65.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White", "asin": "B0DRG1VV8S", "price": "$67.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)", "asin": "B0D5M3Y97W", "price": "$33.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle", "asin": "B0DHRZDDDZ", "price": "$55.98", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray", "asin": "B0D672M7WW", "price": "$81.65", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Nanoe Hair Dryer, 1875 Watt Professional Blow Dryer for Smooth, Shiny Hair with 3 Attachments Quick Dry Nozzle, Diffuser and Concentrator Nozzle \u2013 EH-NA65-K (Black/Pink), Black", "asin": "B00JH2C3DE", "price": "$96.81", "delivery": "FREE delivery Tue, Apr 8 Or fastest delivery Tue, Apr 1"},
{"title": "EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Deep Navy)", "asin": "B0B72L6K9P", "price": "$294.63", "delivery": "FREE delivery Apr 18 - May 5 Or fastest delivery Apr 9 - 14"},
{"title": "EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Pink Gold)", "asin": "B0B72KNZFR", "price": "$182.00", "delivery": " Two-Day FREE delivery Mon, Mar 31 Only 1 left in stock - order soon."},
{"title": "EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Lavender Pink)", "asin": "B0B72HZHLG", "price": "$290.86", "delivery": "FREE delivery Apr 4 - 8"},
{"title": "EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Wht)", "asin": "B0B72H1W4K", "price": "$175.45", "delivery": "FREE delivery Apr 4 - 8"},
{"title": "Hair Dryer,150000 RPM High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, 51dB Low Noise Thermo-Control Hairdryer with Magnetic Diffuser & Nozzle for Children,Women,Men", "asin": "B0D9PY4QK6", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)", "asin": "B07GZWQDPR", "price": "$26.44", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel", "asin": "B086SR1KML", "price": "$28.49", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "will come for dryer to catch blow brush (blue) EHKA10AH7617", "asin": "B008H0V8BK", "price": "$27.00", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Only 1 left in stock - order soon."},
{"title": "Hair Dryer, Nano Titanium 2000-Watt Blow Dryer, Professional/Ionic", "asin": "B091KB6H1F", "price": "$89.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Supersonic\u2122 Hair Dryer", "asin": "B0B4T6RTZ2", "price": "$429.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer SpeedStyle RapidGloss Finisher and High-Velocity Dryer, Ionic Hair Blow Dryer with IQ Speed Styling and Drying Suite, No Heat Damage, Best for Straight and Wavy Hair, Silk, HD331", "asin": "B0C7YJ7WML", "price": "$159.00", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Travel Hair Dryer with Dual Voltage, 1600W Compact Hair Dryer with Folding Handle, Travel Blow Dryer", "asin": "B000094ZDX", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Hair Dryer with Retractable Cord, 1875W Cord-Keeper Blow Dryer,Pink", "asin": "B000E8PG98", "price": "$17.62", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Damage Protection Hair Dryer with Ceramic Ionic Tourmaline Technology, Black, Diffuser and Concentrator, 3 Piece Set", "asin": "B00MMRFUG8", "price": "$19.16", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Hair Dryer, Worldwide Travel Hair Dryer with Smart Voltage Technology and Folding Handle, Includes Concentrator", "asin": "B07HB2ZRNJ", "price": "$29.59", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "2-In-1 Electric Hair Dryer Styling Tool - Blow Dryer Brush with Teasing Comb, 3 Gear Adjustable Hair Straightener (US Plug)", "asin": "B09S9XZLF7", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, 1875 Watts Fast Drying Blow Dryer with Diffuser and Concentrator, Compact Lightweight Hair Dryer for Women and Men", "asin": "B0CXXLCFMG", "price": "$25.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)", "asin": "B0DLSL1J5J", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "2 in 1 Hair Dryer Brush, Negative Ion Anti-frizz Hot Air Brush Blower, Professional Electric Household Hair Curling Comb, Protable Hair Dryer Comb Machine", "asin": "B0BRB54F22", "price": "$33.99", "delivery": "FREE delivery Apr 12 - 20 for Prime members"},
{"title": "Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control", "asin": "B0DK31PZG8", "price": "$119.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive", "asin": "B0D2JNQ6TQ", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel", "asin": "B0DDWR4VWK", "price": "$69.29", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds", "asin": "B0CB89K4KT", "price": "$85.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CXT5ZB9W", "price": "$67.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Pocket Hair Dryer - Ultra Lightweight Blow Dryer with 2 Styling Attachments, Fast Drying, High-Speed Brushless Motor, 300M Negative Ions, Low Noise, Compact & Portable for Home & Travel & Gym", "asin": "B0D45MLSGS", "price": "$89.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "One Step Volumizer Plus Hair Dryer and Styler | More Volume, Less Damage, and More Styling Control for Easy and Fast Salon-Style Blowouts, Plus Travel Friendly (Mint)", "asin": "B0971Q5X3G", "price": "$48.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Blow Dryer Brush Comb 2 in 1 - Multifunctional Hair Styling Tool for Beauty, Professional Electric Hair Dryer and Volumizer for Women and Men", "asin": "B0BQ3MPKVS", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage", "asin": "B0DG4Y9NJ3", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)", "asin": "B0DLVXXVPH", "price": "$59.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White", "asin": "B0DRG1VV8S", "price": "$67.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Hair Dryer with 110K RPM High Speed 1400w Motor for 1-5min Fast Dry, 0.86lb Lightweight & 49db Low Noise,1.5 Billion Plasma & Smart Thermo Control & Strong Magnetic Nozzle Diffuser Travel Blow Dryer", "asin": "B0D3HH4W63", "price": "$53.74", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag", "asin": "B0DQPP7LD7", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer with Diffuser, 1500W High-Speed Professional Blow Dryer with Comb for Fast Drying, 110,000RPM Brushless Motor, 200 Million Ionic Hairdryer Zero Damage, 3 Speeds & 4 Temps, Low-Noise", "asin": "B0CPDJFQ42", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer with Folding Handle and Retractable Cord, 1875W Travel Hair Dryer, Conair Blow Dryer", "asin": "B009ZPMPGI", "price": "$21.49", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-29T23:53:52.511Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-29T23:53:52.511Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-29T23:53:52.511Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 3011,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair dryer panasonic ioic\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"quantity\": \"\"},\n{\"title\": \"Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\\n4 Piece Set\", \"asin\": \"B08RK2LHR6\", \"price\": \"$99.19\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"B0D924NX8V\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"B0D924NX8V\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black\", \"asin\": \"B0DRY2V3LV\", \"price\": \"$69.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)\", \"asin\": \"B0CCGHXNGX\"}],\n\"search_results\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\", \"price\": \"$79.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\", \"price\": \"$99.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"SE Lite Hair Dryer, Negative Ionic Blow Dryer with 10W RPM Brushless Motor for Fast Drying, High-Speed Low Noise Thermo-Control Hairdryer with Lightweight Design for Home/Portable Travel\", \"asin\": \"B0DX78W658\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Apr 3 - 8\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"nanoe Compact Hair Dryer for Healthy-Looking Hair, 1400W Portable Hair Dryer with Folding Handling and QuickDry Nozzle for Fast Drying \\u2013 EH-NA27-K (Black/Pink)\", \"asin\": \"B01NA6YB07\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\", \"price\": \"$99.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Black | Packaging May Vary\", \"asin\": \"B07TT9XH98\", \"price\": \"$31.33\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Turbo Hair Dryer with Advanced Ionic Technology, Ceramic Coating | Turbo Heat and Cold Shot Features, 1875 Watts for Fast Drying and Shine (Silver)\", \"asin\": \"B0027SU9JU\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"B0DKSYVLTX\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Travel Hair Dryer | Salon-Style Blowouts, Lightweight Design, 1875 Watts for Fast Drying with 2 Heat & Speed Settings for Drying and Styling Flexibility (Black)\", \"asin\": \"B003TQPRGY\", \"price\": \"$10.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"B0D924NX8V\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D1R985WS\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black\", \"asin\": \"B0DRY2V3LV\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold\", \"asin\": \"B09CP8SSGP\", \"price\": \"$31.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer - 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle, Silvery\", \"asin\": \"B0CGL31SR2\", \"price\": \"$65.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D1R985WS\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer - 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle, Silvery\", \"asin\": \"B0CGL31SR2\", \"price\": \"$65.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)\", \"asin\": \"B0D5M3Y97W\", \"price\": \"$33.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle\", \"asin\": \"B0DHRZDDDZ\", \"price\": \"$55.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray\", \"asin\": \"B0D672M7WW\", \"price\": \"$81.65\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Nanoe Hair Dryer, 1875 Watt Professional Blow Dryer for Smooth, Shiny Hair with 3 Attachments Quick Dry Nozzle, Diffuser and Concentrator Nozzle \\u2013 EH-NA65-K (Black/Pink), Black\", \"asin\": \"B00JH2C3DE\", \"price\": \"$96.81\", \"delivery\": \"FREE delivery Tue, Apr 8 Or fastest delivery Tue, Apr 1\"},\n{\"title\": \"EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Deep Navy)\", \"asin\": \"B0B72L6K9P\", \"price\": \"$294.63\", \"delivery\": \"FREE delivery Apr 18 - May 5 Or fastest delivery Apr 9 - 14\"},\n{\"title\": \"EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Pink Gold)\", \"asin\": \"B0B72KNZFR\", \"price\": \"$182.00\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31 Only 1 left in stock - order soon.\"},\n{\"title\": \"EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Lavender Pink)\", \"asin\": \"B0B72HZHLG\", \"price\": \"$290.86\", \"delivery\": \"FREE delivery Apr 4 - 8\"},\n{\"title\": \"EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Wht)\", \"asin\": \"B0B72H1W4K\", \"price\": \"$175.45\", \"delivery\": \"FREE delivery Apr 4 - 8\"},\n{\"title\": \"Hair Dryer,150000 RPM High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, 51dB Low Noise Thermo-Control Hairdryer with Magnetic Diffuser & Nozzle for Children,Women,Men\", \"asin\": \"B0D9PY4QK6\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)\", \"asin\": \"B07GZWQDPR\", \"price\": \"$26.44\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel\", \"asin\": \"B086SR1KML\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"will come for dryer to catch blow brush (blue) EHKA10AH7617\", \"asin\": \"B008H0V8BK\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Only 1 left in stock - order soon.\"},\n{\"title\": \"Hair Dryer, Nano Titanium 2000-Watt Blow Dryer, Professional/Ionic\", \"asin\": \"B091KB6H1F\", \"price\": \"$89.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Supersonic\\u2122 Hair Dryer\", \"asin\": \"B0B4T6RTZ2\", \"price\": \"$429.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer SpeedStyle RapidGloss Finisher and High-Velocity Dryer, Ionic Hair Blow Dryer with IQ Speed Styling and Drying Suite, No Heat Damage, Best for Straight and Wavy Hair, Silk, HD331\", \"asin\": \"B0C7YJ7WML\", \"price\": \"$159.00\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Travel Hair Dryer with Dual Voltage, 1600W Compact Hair Dryer with Folding Handle, Travel Blow Dryer\", \"asin\": \"B000094ZDX\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer with Retractable Cord, 1875W Cord-Keeper Blow Dryer,Pink\", \"asin\": \"B000E8PG98\", \"price\": \"$17.62\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Damage Protection Hair Dryer with Ceramic Ionic Tourmaline Technology, Black, Diffuser and Concentrator, 3 Piece Set\", \"asin\": \"B00MMRFUG8\", \"price\": \"$19.16\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer, Worldwide Travel Hair Dryer with Smart Voltage Technology and Folding Handle, Includes Concentrator\", \"asin\": \"B07HB2ZRNJ\", \"price\": \"$29.59\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"2-In-1 Electric Hair Dryer Styling Tool - Blow Dryer Brush with Teasing Comb, 3 Gear Adjustable Hair Straightener (US Plug)\", \"asin\": \"B09S9XZLF7\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 1875 Watts Fast Drying Blow Dryer with Diffuser and Concentrator, Compact Lightweight Hair Dryer for Women and Men\", \"asin\": \"B0CXXLCFMG\", \"price\": \"$25.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"B0DLSL1J5J\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"2 in 1 Hair Dryer Brush, Negative Ion Anti-frizz Hot Air Brush Blower, Professional Electric Household Hair Curling Comb, Protable Hair Dryer Comb Machine\", \"asin\": \"B0BRB54F22\", \"price\": \"$33.99\", \"delivery\": \"FREE delivery Apr 12 - 20 for Prime members\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control\", \"asin\": \"B0DK31PZG8\", \"price\": \"$119.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive\", \"asin\": \"B0D2JNQ6TQ\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$85.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CXT5ZB9W\", \"price\": \"$67.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Pocket Hair Dryer - Ultra Lightweight Blow Dryer with 2 Styling Attachments, Fast Drying, High-Speed Brushless Motor, 300M Negative Ions, Low Noise, Compact & Portable for Home & Travel & Gym\", \"asin\": \"B0D45MLSGS\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"One Step Volumizer Plus Hair Dryer and Styler | More Volume, Less Damage, and More Styling Control for Easy and Fast Salon-Style Blowouts, Plus Travel Friendly (Mint)\", \"asin\": \"B0971Q5X3G\", \"price\": \"$48.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Blow Dryer Brush Comb 2 in 1 - Multifunctional Hair Styling Tool for Beauty, Professional Electric Hair Dryer and Volumizer for Women and Men\", \"asin\": \"B0BQ3MPKVS\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"B0DLVXXVPH\", \"price\": \"$59.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer with 110K RPM High Speed 1400w Motor for 1-5min Fast Dry, 0.86lb Lightweight & 49db Low Noise,1.5 Billion Plasma & Smart Thermo Control & Strong Magnetic Nozzle Diffuser Travel Blow Dryer\", \"asin\": \"B0D3HH4W63\", \"price\": \"$53.74\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag\", \"asin\": \"B0DQPP7LD7\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer with Diffuser, 1500W High-Speed Professional Blow Dryer with Comb for Fast Drying, 110,000RPM Brushless Motor, 200 Million Ionic Hairdryer Zero Damage, 3 Speeds & 4 Temps, Low-Noise\", \"asin\": \"B0CPDJFQ42\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer with Folding Handle and Retractable Cord, 1875W Travel Hair Dryer, Conair Blow Dryer\", \"asin\": \"B009ZPMPGI\", \"price\": \"$21.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:53:52.511Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow Dryer for Women Low Noise Professional Brushless Hair Dryer with Magnetic Diffuser and Nozzle, Gray\", \"asin\": \"B0DPJPNCFY\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Blow Dryer for Fast Drying, Low Noise Compact Lightweight Travel Salon Hair Dryer with Magnetic Diffuser for Curling Women, Ionic Technology and Safety Certified\", \"asin\": \"B0DS3T7WMJ\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine\", \"asin\": \"B0DK5JDNP2\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Gaabor Hair Dryer, 130000 RPM High Speed Brushless Motor Blow Dryer for Fast Drying with 680 Millions Negative Ionic, Low Noise Thermo-Control Lightweight Hairdryer with Magnetic Nozzle, White\", \"asin\": \"B0DPHBPMG7\", \"price\": \"$71.98\", \"quantity\": \"\"},\n{\"title\": \"T3 Aire IQ Hair Dryer Kit with Quick Dry Concentrator, Style Concentrator, Diffuser & Dryer Stand | Fast, Healthy Blowouts with Smart Heat Personalization | for All Hair Types\", \"asin\": \"B0DSVZTGJH\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vatsekui Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)\", \"asin\": \"B0DRS15C8K\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"dreame Gleam Hair Dryer with Diffuser, Blow Dryer with 0.73 lbs Lightweight Design, Fast Drying, Negative Ions for Smooth Hair\", \"asin\": \"B0CXPQZZPZ\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - High-Speed 150,000 RPM Hairdryer for Fast Drying, 500Million Negative Ionic & Thermo-Control & Cool Shot Button & Lightweight & HD Display Blow Dryer with Magnetic Diffuser & Nozzle\", \"asin\": \"B0C643LJRW\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Instant Vortex Plus 6QT Air Fryer with Odor Erase Technology, 6-in-1 Functions that Crisps, Roasts, Broils, Dehydrates, Bakes & Reheats, 100+In-App Recipes, from the Makers of Instant Pot,1700W,Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gourmet Bowl Scraper, Set of 2, Aqua Sky and Storm Grey\", \"asin\": \"\", \"price\": \"$6.75\", \"quantity\": \"\"},\n{\"title\": \"DASH Mini Rice Cooker Steamer with Removable Nonstick Pot, Keep Warm Function & Recipe Guide, Half Quart, for Soups, Stews, Grains & Oatmeal - Pink\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Instant Pot Vortex Plus 6QT XL Air Fryer, 6-in-1, Broils, Dehydrates, Crisps, Roasts, Reheats, Bakes for Quick Easy Meals, 100+ In-App Recipes, Dishwasher-Safe, from the Makers of Instant Pot, Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Smart Humidifiers for Bedroom Large Room Home,(6L) Cool Mist Top Fill Essential Oil Diffuser for Baby & Plants,Smart App & Voice Control, Rapid Humidification & Auto Mode-Quiet Sleep Mode, Gray\", \"asin\": \"\", \"price\": \"$63.92\", \"quantity\": \"\"},\n{\"title\": \"Crane Ultrasonic Teardrop Cool Mist Humidifier, Large 1 Gal Tank, Automatic Shut-Off, Baby Humidifiers for Nursery and Bedroom, Grey\", \"asin\": \"\", \"price\": \"$35.67\", \"quantity\": \"\"},\n{\"title\": \"COSORI Air Fryer Pro 9-in-1, Compact 5QT, 450\\u2109: Half Time & Chef-Grade Cook, One-Wipe Clean Glass Panel, 130+ In-App Recipes with Nutritional Info, Nonstick & Dishwasher-Safe Basket, Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gingham Mini Oven Mitt 2-Pack Set, Dried Rose, 5.5\\\"x8\\\"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dreo 6L Top Fill Humidifiers for Bedroom, 60H Runtime, 28 dB Quiet Supersized Cool Mist Humidifiers for Large Room, Air Humidifier for Home, Baby, Plant, Indoor, Night Light, Ultrasonic\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Paris Hilton Epic Nonstick Pots and Pans Set, Multi-layer Nonstick Coating, Tempered Glass Lids, Soft Touch, Stay Cool Handles, Made without PFOA, Dishwasher Safe Cookware Set, 12-Piece, Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Ninja DZ201 Foodi 8 Quart 6-in-1 DualZone 2-Basket Air Fryer with 2 Independent Frying Baskets, Match Cook & Smart Finish to Roast, Broil, Dehydrate & More for Quick, Easy Meals, Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nespresso Vertuo Next Coffee and Espresso Maker by Breville, Navy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Yankee Candle MidSummer's Night Scented, Classic Large Single Wick Jar Candle, 22oz with Over 110 Hours of Burn Time, Ideal for Dinner Parties, Relaxing Saturdays, and Special Occasions\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,Ionic Hair Dryers for Women & Men - 110,000 RPM Professional High-Speed Blow Dryer with 400 Million Plasma, Magnetic Nozzle, HD Display & Cool/Hot Air Modes | Fast Drying & Thermo-Control\", \"asin\": \"\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ANNE BETTY Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle\", \"asin\": \"\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Slopehill Hair Dryer - 110,000 RPM High-Velocity Fast Drying + Low Noise + Lightweight + Intelligent Temperature Control Hair Care for Home, Salon and Travel (Pink)\", \"asin\": \"\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Oushome Professional Hair Dryer for Fast Drying with 150,000 RPM High-Speed Brushless Motor, 500 Million Negative Ionic, Lightweight and Low Noise, Ideal for Home, Travel, and Salon Use\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise 4 Temp/3 Speeds Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Chikoni Hair Dryer, 130000 RPM High Speed 500 Millions Negative Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo Control Quiet Hair Dryer Magnetic Diffuser for Home Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel & Home - Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types\", \"asin\": \"\", \"price\": \"$59.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional Ionic Hair Dryer for Fast Drying, High Speed Hair Blow Dryer with Diffuser for Home Salon Travel, Constant Temperature Hair Care Without Hair Damage\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"KARFUN Plasma Hair Dryer, 1500W High Speed Blow Dryer with Plasma Tech (Positive+Negative Ionic), LED Display, 5 Temps 2 Speed, Thermo-Control, Fast Drying Plasma Hairdryer for Home or Travel (Gray)\", \"asin\": \"\", \"price\": \"$49.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"\", \"price\": \"$59.49\", \"quantity\": \"\"},\n{\"title\": \"RUBY RAE - Dual Voltage Ionic Hair Dryer - 2000W Professional Blow Dryer with Diffuser - Lightweight - Fast Drying & Low Noise for Salon Quality Styling - 3 Magnetic Attachments for All Hair Types\", \"asin\": \"\", \"price\": \"$99.97\", \"quantity\": \"\"},\n{\"title\": \"OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home\", \"asin\": \"\", \"price\": \"$49.79\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, White\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dekuri Hair Dryer, 110,000 RPM High-Speed Fast Drying Blow Dryer, 200 Million Ionic Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 3 Speeds, Low Noise for Women & Men (Pink)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:53:55.766Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-29T23:53:55.766Z
|
input
|
hair dryer panasonic ionic
|
rule
|
train
| 3,012
|
2025-03-29T23:53:55.766Z
|
input
|
hair dryer panasonic ionic
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:54.467Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-29T23:53:44.458Z", "action": "input", "action_argument": "hair dryer pana"}
{"timestamp": "2025-03-29T23:53:51.881Z", "action": "input", "action_argument": "hair dryer panasonic ioic"}
{"timestamp": "2025-03-29T23:53:52.511Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$56.98", "quantity": "1"},
{"title": "License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)", "asin": "B01BB6YL60", "price": "$9.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.85", "quantity": "1"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.99"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.79"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow Dryer for Women Low Noise Professional Brushless Hair Dryer with Magnetic Diffuser and Nozzle, Gray", "asin": "B0DPJPNCFY", "price": "$89.99", "quantity": ""},
{"title": "Hair Dryer, High-Speed Ionic Blow Dryer for Fast Drying, Low Noise Compact Lightweight Travel Salon Hair Dryer with Magnetic Diffuser for Curling Women, Ionic Technology and Safety Certified", "asin": "B0DS3T7WMJ", "price": "$55.99", "quantity": ""},
{"title": "FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine", "asin": "B0DK5JDNP2", "price": "$79.99", "quantity": ""},
{"title": "Gaabor Hair Dryer, 130000 RPM High Speed Brushless Motor Blow Dryer for Fast Drying with 680 Millions Negative Ionic, Low Noise Thermo-Control Lightweight Hairdryer with Magnetic Nozzle, White", "asin": "B0DPHBPMG7", "price": "$71.98", "quantity": ""},
{"title": "T3 Aire IQ Hair Dryer Kit with Quick Dry Concentrator, Style Concentrator, Diffuser & Dryer Stand | Fast, Healthy Blowouts with Smart Heat Personalization | for All Hair Types", "asin": "B0DSVZTGJH", "price": "$399.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage", "asin": "B0DG4Y9NJ3", "price": "", "quantity": ""},
{"title": "Vatsekui Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)", "asin": "B0DRS15C8K", "price": "", "quantity": ""},
{"title": "dreame Gleam Hair Dryer with Diffuser, Blow Dryer with 0.73 lbs Lightweight Design, Fast Drying, Negative Ions for Smooth Hair", "asin": "B0CXPQZZPZ", "price": "", "quantity": ""},
{"title": "Hair Dryer - High-Speed 150,000 RPM Hairdryer for Fast Drying, 500Million Negative Ionic & Thermo-Control & Cool Shot Button & Lightweight & HD Display Blow Dryer with Magnetic Diffuser & Nozzle", "asin": "B0C643LJRW", "price": "", "quantity": ""},
{"title": "Instant Vortex Plus 6QT Air Fryer with Odor Erase Technology, 6-in-1 Functions that Crisps, Roasts, Broils, Dehydrates, Bakes & Reheats, 100+In-App Recipes, from the Makers of Instant Pot,1700W,Black", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "KitchenAid Gourmet Bowl Scraper, Set of 2, Aqua Sky and Storm Grey", "asin": "", "price": "$6.75", "quantity": ""},
{"title": "DASH Mini Rice Cooker Steamer with Removable Nonstick Pot, Keep Warm Function & Recipe Guide, Half Quart, for Soups, Stews, Grains & Oatmeal - Pink", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "Instant Pot Vortex Plus 6QT XL Air Fryer, 6-in-1, Broils, Dehydrates, Crisps, Roasts, Reheats, Bakes for Quick Easy Meals, 100+ In-App Recipes, Dishwasher-Safe, from the Makers of Instant Pot, Black", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "LEVOIT Smart Humidifiers for Bedroom Large Room Home,(6L) Cool Mist Top Fill Essential Oil Diffuser for Baby & Plants,Smart App & Voice Control, Rapid Humidification & Auto Mode-Quiet Sleep Mode, Gray", "asin": "", "price": "$63.92", "quantity": ""},
{"title": "Crane Ultrasonic Teardrop Cool Mist Humidifier, Large 1 Gal Tank, Automatic Shut-Off, Baby Humidifiers for Nursery and Bedroom, Grey", "asin": "", "price": "$35.67", "quantity": ""},
{"title": "COSORI Air Fryer Pro 9-in-1, Compact 5QT, 450\u2109: Half Time & Chef-Grade Cook, One-Wipe Clean Glass Panel, 130+ In-App Recipes with Nutritional Info, Nonstick & Dishwasher-Safe Basket, Gray", "asin": "", "price": "", "quantity": ""},
{"title": "KitchenAid Gingham Mini Oven Mitt 2-Pack Set, Dried Rose, 5.5\"x8\"", "asin": "", "price": "", "quantity": ""},
{"title": "Dreo 6L Top Fill Humidifiers for Bedroom, 60H Runtime, 28 dB Quiet Supersized Cool Mist Humidifiers for Large Room, Air Humidifier for Home, Baby, Plant, Indoor, Night Light, Ultrasonic", "asin": "", "price": "", "quantity": ""},
{"title": "LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H", "asin": "", "price": "", "quantity": ""},
{"title": "Paris Hilton Epic Nonstick Pots and Pans Set, Multi-layer Nonstick Coating, Tempered Glass Lids, Soft Touch, Stay Cool Handles, Made without PFOA, Dishwasher Safe Cookware Set, 12-Piece, Pink", "asin": "", "price": "", "quantity": ""},
{"title": "Ninja DZ201 Foodi 8 Quart 6-in-1 DualZone 2-Basket Air Fryer with 2 Independent Frying Baskets, Match Cook & Smart Finish to Roast, Broil, Dehydrate & More for Quick, Easy Meals, Grey", "asin": "", "price": "", "quantity": ""},
{"title": "Nespresso Vertuo Next Coffee and Espresso Maker by Breville, Navy", "asin": "", "price": "", "quantity": ""},
{"title": "Yankee Candle MidSummer's Night Scented, Classic Large Single Wick Jar Candle, 22oz with Over 110 Hours of Burn Time, Ideal for Dinner Parties, Relaxing Saturdays, and Special Occasions", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer,Ionic Hair Dryers for Women & Men - 110,000 RPM Professional High-Speed Blow Dryer with 400 Million Plasma, Magnetic Nozzle, HD Display & Cool/Hot Air Modes | Fast Drying & Thermo-Control", "asin": "", "price": "$47.49", "quantity": ""},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man", "asin": "", "price": "$79.99", "quantity": ""},
{"title": "ANNE BETTY Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle", "asin": "", "price": "$33.99", "quantity": ""},
{"title": "Slopehill Hair Dryer - 110,000 RPM High-Velocity Fast Drying + Low Noise + Lightweight + Intelligent Temperature Control Hair Care for Home, Salon and Travel (Pink)", "asin": "", "price": "$49.99", "quantity": ""},
{"title": "Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel", "asin": "", "price": "$69.29", "quantity": ""},
{"title": "Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "", "price": "", "quantity": ""},
{"title": "Oushome Professional Hair Dryer for Fast Drying with 150,000 RPM High-Speed Brushless Motor, 500 Million Negative Ionic, Lightweight and Low Noise, Ideal for Home, Travel, and Salon Use", "asin": "", "price": "", "quantity": ""},
{"title": "Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise 4 Temp/3 Speeds Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "", "price": "", "quantity": ""},
{"title": "Chikoni Hair Dryer, 130000 RPM High Speed 500 Millions Negative Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo Control Quiet Hair Dryer Magnetic Diffuser for Home Travel", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel & Home - Pink", "asin": "", "price": "", "quantity": ""},
{"title": "ELLA BELLA\u00ae Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types", "asin": "", "price": "$59.97", "quantity": ""},
{"title": "Hair Dryer, Professional Ionic Hair Dryer for Fast Drying, High Speed Hair Blow Dryer with Diffuser for Home Salon Travel, Constant Temperature Hair Care Without Hair Damage", "asin": "", "price": "$69.99", "quantity": ""},
{"title": "KARFUN Plasma Hair Dryer, 1500W High Speed Blow Dryer with Plasma Tech (Positive+Negative Ionic), LED Display, 5 Temps 2 Speed, Thermo-Control, Fast Drying Plasma Hairdryer for Home or Travel (Gray)", "asin": "", "price": "$49.97", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)", "asin": "", "price": "$59.49", "quantity": ""},
{"title": "RUBY RAE - Dual Voltage Ionic Hair Dryer - 2000W Professional Blow Dryer with Diffuser - Lightweight - Fast Drying & Low Noise for Salon Quality Styling - 3 Magnetic Attachments for All Hair Types", "asin": "", "price": "$99.97", "quantity": ""},
{"title": "OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home", "asin": "", "price": "$49.79", "quantity": ""},
{"title": "Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, White", "asin": "", "price": "", "quantity": ""},
{"title": "ELLA BELLA\u00ae Professional Smart Ionic Hair Dryer with Diffuser \u2022 Negative Ion Blow Dryer \u2022 Intelligent Heat Control & Wind Speeds \u2022 Suitable All Hair Types", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag", "asin": "", "price": "", "quantity": ""},
{"title": "High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink", "asin": "", "price": "", "quantity": ""},
{"title": "Dekuri Hair Dryer, 110,000 RPM High-Speed Fast Drying Blow Dryer, 200 Million Ionic Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 3 Speeds, Low Noise for Women & Men (Pink)", "asin": "", "price": "", "quantity": ""},
{"title": "Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver", "asin": "", "price": "", "quantity": ""},
{"title": "Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds", "asin": "", "price": "", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-29T23:53:55.766Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-29T23:53:55.766Z\",\"action\": \"input\",\"acion_argument\": \"hair dryer panasonic ionic\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-29T23:53:55.766Z\",\"action\": \"input\",\"acion_argument\": \"hair dryer panasonic ionic\",}</answer>",
"index": 3012,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer, HRYCF High Speed 180000 RPM Blow Dryer Fast Drying Negative Ionic Blow Dryer for Women Low Noise Professional Brushless Hair Dryer with Magnetic Diffuser and Nozzle, Gray\", \"asin\": \"B0DPJPNCFY\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Blow Dryer for Fast Drying, Low Noise Compact Lightweight Travel Salon Hair Dryer with Magnetic Diffuser for Curling Women, Ionic Technology and Safety Certified\", \"asin\": \"B0DS3T7WMJ\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine\", \"asin\": \"B0DK5JDNP2\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Gaabor Hair Dryer, 130000 RPM High Speed Brushless Motor Blow Dryer for Fast Drying with 680 Millions Negative Ionic, Low Noise Thermo-Control Lightweight Hairdryer with Magnetic Nozzle, White\", \"asin\": \"B0DPHBPMG7\", \"price\": \"$71.98\", \"quantity\": \"\"},\n{\"title\": \"T3 Aire IQ Hair Dryer Kit with Quick Dry Concentrator, Style Concentrator, Diffuser & Dryer Stand | Fast, Healthy Blowouts with Smart Heat Personalization | for All Hair Types\", \"asin\": \"B0DSVZTGJH\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Vatsekui Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)\", \"asin\": \"B0DRS15C8K\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"dreame Gleam Hair Dryer with Diffuser, Blow Dryer with 0.73 lbs Lightweight Design, Fast Drying, Negative Ions for Smooth Hair\", \"asin\": \"B0CXPQZZPZ\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - High-Speed 150,000 RPM Hairdryer for Fast Drying, 500Million Negative Ionic & Thermo-Control & Cool Shot Button & Lightweight & HD Display Blow Dryer with Magnetic Diffuser & Nozzle\", \"asin\": \"B0C643LJRW\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Instant Vortex Plus 6QT Air Fryer with Odor Erase Technology, 6-in-1 Functions that Crisps, Roasts, Broils, Dehydrates, Bakes & Reheats, 100+In-App Recipes, from the Makers of Instant Pot,1700W,Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gourmet Bowl Scraper, Set of 2, Aqua Sky and Storm Grey\", \"asin\": \"\", \"price\": \"$6.75\", \"quantity\": \"\"},\n{\"title\": \"DASH Mini Rice Cooker Steamer with Removable Nonstick Pot, Keep Warm Function & Recipe Guide, Half Quart, for Soups, Stews, Grains & Oatmeal - Pink\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"Instant Pot Vortex Plus 6QT XL Air Fryer, 6-in-1, Broils, Dehydrates, Crisps, Roasts, Reheats, Bakes for Quick Easy Meals, 100+ In-App Recipes, Dishwasher-Safe, from the Makers of Instant Pot, Black\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Smart Humidifiers for Bedroom Large Room Home,(6L) Cool Mist Top Fill Essential Oil Diffuser for Baby & Plants,Smart App & Voice Control, Rapid Humidification & Auto Mode-Quiet Sleep Mode, Gray\", \"asin\": \"\", \"price\": \"$63.92\", \"quantity\": \"\"},\n{\"title\": \"Crane Ultrasonic Teardrop Cool Mist Humidifier, Large 1 Gal Tank, Automatic Shut-Off, Baby Humidifiers for Nursery and Bedroom, Grey\", \"asin\": \"\", \"price\": \"$35.67\", \"quantity\": \"\"},\n{\"title\": \"COSORI Air Fryer Pro 9-in-1, Compact 5QT, 450\\u2109: Half Time & Chef-Grade Cook, One-Wipe Clean Glass Panel, 130+ In-App Recipes with Nutritional Info, Nonstick & Dishwasher-Safe Basket, Gray\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"KitchenAid Gingham Mini Oven Mitt 2-Pack Set, Dried Rose, 5.5\\\"x8\\\"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dreo 6L Top Fill Humidifiers for Bedroom, 60H Runtime, 28 dB Quiet Supersized Cool Mist Humidifiers for Large Room, Air Humidifier for Home, Baby, Plant, Indoor, Night Light, Ultrasonic\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Paris Hilton Epic Nonstick Pots and Pans Set, Multi-layer Nonstick Coating, Tempered Glass Lids, Soft Touch, Stay Cool Handles, Made without PFOA, Dishwasher Safe Cookware Set, 12-Piece, Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Ninja DZ201 Foodi 8 Quart 6-in-1 DualZone 2-Basket Air Fryer with 2 Independent Frying Baskets, Match Cook & Smart Finish to Roast, Broil, Dehydrate & More for Quick, Easy Meals, Grey\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nespresso Vertuo Next Coffee and Espresso Maker by Breville, Navy\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Yankee Candle MidSummer's Night Scented, Classic Large Single Wick Jar Candle, 22oz with Over 110 Hours of Burn Time, Ideal for Dinner Parties, Relaxing Saturdays, and Special Occasions\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,Ionic Hair Dryers for Women & Men - 110,000 RPM Professional High-Speed Blow Dryer with 400 Million Plasma, Magnetic Nozzle, HD Display & Cool/Hot Air Modes | Fast Drying & Thermo-Control\", \"asin\": \"\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"ANNE BETTY Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle\", \"asin\": \"\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Slopehill Hair Dryer - 110,000 RPM High-Velocity Fast Drying + Low Noise + Lightweight + Intelligent Temperature Control Hair Care for Home, Salon and Travel (Pink)\", \"asin\": \"\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"\", \"price\": \"$69.29\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Oushome Professional Hair Dryer for Fast Drying with 150,000 RPM High-Speed Brushless Motor, 500 Million Negative Ionic, Lightweight and Low Noise, Ideal for Home, Travel, and Salon Use\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Guowo Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Diffuser for Curly Hair for Home Travel Salon, Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise 4 Temp/3 Speeds Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Chikoni Hair Dryer, 130000 RPM High Speed 500 Millions Negative Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo Control Quiet Hair Dryer Magnetic Diffuser for Home Travel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel & Home - Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types\", \"asin\": \"\", \"price\": \"$59.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional Ionic Hair Dryer for Fast Drying, High Speed Hair Blow Dryer with Diffuser for Home Salon Travel, Constant Temperature Hair Care Without Hair Damage\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"KARFUN Plasma Hair Dryer, 1500W High Speed Blow Dryer with Plasma Tech (Positive+Negative Ionic), LED Display, 5 Temps 2 Speed, Thermo-Control, Fast Drying Plasma Hairdryer for Home or Travel (Gray)\", \"asin\": \"\", \"price\": \"$49.97\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"\", \"price\": \"$59.49\", \"quantity\": \"\"},\n{\"title\": \"RUBY RAE - Dual Voltage Ionic Hair Dryer - 2000W Professional Blow Dryer with Diffuser - Lightweight - Fast Drying & Low Noise for Salon Quality Styling - 3 Magnetic Attachments for All Hair Types\", \"asin\": \"\", \"price\": \"$99.97\", \"quantity\": \"\"},\n{\"title\": \"OSOU Ionic Hair Dryer, High-Speed Blow Dryer - 150,000 RPM Brushless Motor, 500 Million Negative Ions, Ultra-Light & Small, Smart Temp Control, Quiet Hairdryer for Women, Ideal for Travel, Home\", \"asin\": \"\", \"price\": \"$49.79\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, White\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"High Speed Hair Dryer, 160000 RPM Brushless Motor 500 Million Negative Ionic Blow Dryer, Travel Fast Drying Hairdryer, Low Noise, Lightweight, Blowdryer with Nozzle, Home Use,Pink\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dekuri Hair Dryer, 110,000 RPM High-Speed Fast Drying Blow Dryer, 200 Million Ionic Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 3 Speeds, Low Noise for Women & Men (Pink)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Natrial Ionic Salon Hair Dryer with 3 Attachments, 1600W Professional Blow Dryer with 110000RPM High Speed Brushless Motor for Fast Drying, Lightweight, Low Noise, Locking Function, 4 Temps & 3 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:53:55.766Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair dryer panasonic ionic\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black\", \"asin\": \"B0DRY2V3LV\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black\", \"asin\": \"B0DRY2V3LV\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"B0DK65WGNJ\", \"price\": \"$119.97\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)\", \"asin\": \"B0CCGHXNGX\"}],\n\"search_results\": [{\"title\": \"Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\", \"price\": \"$99.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"SE Lite Hair Dryer, Negative Ionic Blow Dryer with 10W RPM Brushless Motor for Fast Drying, High-Speed Low Noise Thermo-Control Hairdryer with Lightweight Design for Home/Portable Travel\", \"asin\": \"B0DX78W658\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Apr 3 - 8\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)\", \"asin\": \"B0CCGHXNGX\", \"price\": \"$99.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\", \"price\": \"$79.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Nanoe Hair Dryer, 1875 Watt Professional Blow Dryer for Smooth, Shiny Hair with 3 Attachments Quick Dry Nozzle, Diffuser and Concentrator Nozzle \\u2013 EH-NA65-K (Black/Pink), Black\", \"asin\": \"B00JH2C3DE\", \"price\": \"$96.81\", \"delivery\": \"FREE delivery Tue, Apr 8 Or fastest delivery Tue, Apr 1\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray\", \"asin\": \"B0D672M7WW\", \"price\": \"$81.65\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Turbo Hair Dryer with Advanced Ionic Technology, Ceramic Coating | Turbo Heat and Cold Shot Features, 1875 Watts for Fast Drying and Shine (Silver)\", \"asin\": \"B0027SU9JU\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black\", \"asin\": \"B0DRY2V3LV\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Negative Ionic Hair Dryer Professional, 120000RPM High Speed Blow Dryer (1600W Brushless/ 3-Speed/ 4-Temp & HD Display & Portable Bag) Fast Drying Hairdryer for Home, Travel & Salon (Pink)\", \"asin\": \"B0DDT88K51\", \"price\": \"$59.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle\", \"asin\": \"B0C39T2VG5\", \"price\": \"$70.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Whisper Quiet Lite Ionic Ceramic Hair Dryer, 1875 Watts, Lightweight, Powerful, 4 Temperatures, 2 Speeds\", \"asin\": \"B08F9FFNHC\", \"price\": \"$74.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Only 9 left in stock - order soon.\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D1R985WS\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer - 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle, Silvery\", \"asin\": \"B0CGL31SR2\", \"price\": \"$65.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$85.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)\", \"asin\": \"B0D5M3Y97W\", \"price\": \"$33.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$85.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer,150000 RPM High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, 51dB Low Noise Thermo-Control Hairdryer with Magnetic Diffuser & Nozzle for Children,Women,Men\", \"asin\": \"B0D9PXZMHZ\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer SpeedStyle RapidGloss Finisher and High-Velocity Dryer, Ionic Hair Blow Dryer with IQ Speed Styling and Drying Suite, No Heat Damage, Best for Straight and Wavy Hair, Silk, HD331\", \"asin\": \"B0C7YJ7WML\", \"price\": \"$159.00\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle\", \"asin\": \"B0DHRZDDDZ\", \"price\": \"$55.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, Negative Ionic Hair Dryer, High-Speed Blow Dryer with 110, 000 RPM Brushless Motor, Fast Drying Lightweight Travel Hairdryer, Low Noise Home Hair Dryer with Smooth Nozzle\", \"asin\": \"B0CPBRX5FY\", \"price\": \"$42.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"B0DKSYVLTX\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Pink Gold)\", \"asin\": \"B0B72KNZFR\", \"price\": \"$182.00\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31 Only 1 left in stock - order soon.\"},\n{\"title\": \"Hair Dryer, 110000 RPM Fast Drying Blow Dryer with Magnetic Diffuser and Concentrator, Professional Lightweight Ionic Hair Dryer for Women and Men\", \"asin\": \"B0DDC9GZW7\", \"price\": \"$84.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel\", \"asin\": \"B086SR1KML\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Damage Protection Hair Dryer with Ceramic + Ionic + Tourmaline Technology,Purple, 3 Piece Set\", \"asin\": \"B0BN2F767S\", \"price\": \"$18.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control\", \"asin\": \"B0DK31PZG8\", \"price\": \"$119.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CXNLW3LB\", \"price\": \"$67.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold\", \"asin\": \"B09CP8SSGP\", \"price\": \"$31.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Ionic Hair Dryer for Salon - 2200W Powerful Blow Dryer - Lightweight Travel for Normal & Curly Hair Includes Volume Styling Nozzle\", \"asin\": \"B07KN63XZH\", \"price\": \"$42.47\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer with Diffuser, Professional Ionic Blow Dryer with High Speed Brushless Motor, Compact Design for Fast Drying, Intelligent Heat, Airflow Control with LED Display for All Hair Types\", \"asin\": \"B0DB25BHGF\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive\", \"asin\": \"B0D2JNQ6TQ\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag\", \"asin\": \"B0DQPP7LD7\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"B0DK65WGNJ\", \"price\": \"$119.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine\", \"asin\": \"B0DK5JDNP2\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)\", \"asin\": \"B07GZWQDPR\", \"price\": \"$26.44\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"B0DLVXXVPH\", \"price\": \"$59.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"10X UltraLight Speed Hair Dryer, Blow Dryer with Adjustable Heat & Speed, Professional Hair Dryer for Fast Frizz-Free & Shiny Hair\", \"asin\": \"B01CKH82Y6\", \"price\": \"$239.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Smart-X Hair Dryer with Diffuser, High-Efficiency Blow Dryer with 3 Heat & 3 Speed Settings, Diffuser Hair Dryer Gently Dries, Defines & Reduces Frizz, Self Cleaning Function\", \"asin\": \"B0C2QZ79MX\", \"price\": \"$329.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer with Diffuser for Women - 1500W Professional High Speed Blow Dryer with Comb, 110,000RPM Fast Dry, 200 Million Ionic Hairdryer, 4 Temps & 3 Speeds, 8 Ft Cord for Salon, Metal Gray\", \"asin\": \"B0B8YWGMPN\", \"price\": \"$129.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Plum - Amazon Exclusive | Packaging May Vary\", \"asin\": \"B0BG3DZFCQ\", \"price\": \"$30.93\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"B0DLSL1J5J\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer - 160,000 RPM Ionic Blow Dryer - High Speed Fast Drying 1 Min, Professional Hairdryer for Smooth, 9 Temps Set for Women, 500 Million Negative Ions, Lightweight 0.8lb for Travel, Auto Clean\", \"asin\": \"B0DWT3SG8W\", \"price\": \"$69.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D9YMT9L2\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Lightweight Ionic Hair Dryer with Diffuser - Powerful 1800W Blow Dryer for Fast Drying - Professional Low Noise Mini Hair Dryer for Travel, Gifts, Hair Styling (Black)\", \"asin\": \"B08621GBMF\", \"price\": \"$33.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"GoldPro Hair Dryer, Blue, Moisturizing Heat Technology & 24K Gold MX, Ultra-Powerful 1875W AC Motor, Lightweight Blow Dryer with Ergonomic Handle, Multi-Speed Professional Hair Dryer\", \"asin\": \"B01FEE1K5A\", \"price\": \"$135.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"1875 Series Advanced Ionic Compact Hair Dryer, 16 Oz\", \"asin\": \"B07XHYBZ97\", \"price\": \"$82.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - Black\", \"asin\": \"B0DRG48M24\", \"price\": \"$67.99\", \"delivery\": \"FREE delivery Apr 5 - 8 for Prime members\"},\n{\"title\": \"Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle\", \"asin\": \"B0D5LL4FX9\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)\", \"asin\": \"B0D5M3Y97W\", \"price\": \"$33.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Ionic Hair Dryer (Foldable) \\u2022 Negative Ion Blow Dryer \\u2022 Perfect for Travel \\u2022 Intelligent Heat Control & Rapid Drying Speeds \\u2022 Lightweight Design \\u2022 Low Noise Technology\", \"asin\": \"B0DFKLY59B\", \"price\": \"$129.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"B0D924NX8V\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:53:55.843Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-29T23:53:55.843Z
|
click
|
search
|
rule
|
train
| 3,013
|
2025-03-29T23:53:55.843Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:54.467Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-29T23:53:44.458Z", "action": "input", "action_argument": "hair dryer pana"}
{"timestamp": "2025-03-29T23:53:51.881Z", "action": "input", "action_argument": "hair dryer panasonic ioic"}
{"timestamp": "2025-03-29T23:53:52.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:53:55.766Z", "action": "input", "action_argument": "hair dryer panasonic ionic"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "hair dryer panasonic ionic"}],
"cart_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$56.98", "quantity": "1"},
{"title": "License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)", "asin": "B01BB6YL60", "price": "$9.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.85", "quantity": "1"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.99"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.79"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$56.98", "quantity": ""},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CX4MK9FQ", "price": "$67.99", "quantity": ""},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White", "asin": "B0DRG1VV8S", "price": "$67.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$69.99", "quantity": ""},
{"title": "Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black", "asin": "B0DRY2V3LV", "price": "$69.99", "quantity": ""},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$56.98", "quantity": ""},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CX4MK9FQ", "price": "$67.99", "quantity": ""},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White", "asin": "B0DRG1VV8S", "price": "$67.99", "quantity": ""},
{"title": "Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black", "asin": "B0DRY2V3LV", "price": "$69.99", "quantity": ""},
{"title": "ELLA BELLA\u00ae Professional Smart Ionic Hair Dryer with Diffuser \u2022 Negative Ion Blow Dryer \u2022 Intelligent Heat Control & Wind Speeds \u2022 Suitable All Hair Types", "asin": "B0DK65WGNJ", "price": "$119.97", "quantity": ""}],
"ads": [{"title": "Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3"},
{"title": "Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)", "asin": "B08RK2LHR6"},
{"title": "Panasonic Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)", "asin": "B0CCGHXNGX"}],
"search_results": [{"title": "Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)", "asin": "B08RK2LHR6", "price": "$99.19", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CX4MK9FQ", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$56.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "SE Lite Hair Dryer, Negative Ionic Blow Dryer with 10W RPM Brushless Motor for Fast Drying, High-Speed Low Noise Thermo-Control Hairdryer with Lightweight Design for Home/Portable Travel", "asin": "B0DX78W658", "price": "$79.99", "delivery": "FREE delivery Apr 3 - 8"},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)", "asin": "B0CCGHXNGX", "price": "$99.79", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3", "price": "$79.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Nanoe Hair Dryer, 1875 Watt Professional Blow Dryer for Smooth, Shiny Hair with 3 Attachments Quick Dry Nozzle, Diffuser and Concentrator Nozzle \u2013 EH-NA65-K (Black/Pink), Black", "asin": "B00JH2C3DE", "price": "$96.81", "delivery": "FREE delivery Tue, Apr 8 Or fastest delivery Tue, Apr 1"},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray", "asin": "B0D672M7WW", "price": "$81.65", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Turbo Hair Dryer with Advanced Ionic Technology, Ceramic Coating | Turbo Heat and Cold Shot Features, 1875 Watts for Fast Drying and Shine (Silver)", "asin": "B0027SU9JU", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$56.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White", "asin": "B0DRG1VV8S", "price": "$67.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black", "asin": "B0DRY2V3LV", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Negative Ionic Hair Dryer Professional, 120000RPM High Speed Blow Dryer (1600W Brushless/ 3-Speed/ 4-Temp & HD Display & Portable Bag) Fast Drying Hairdryer for Home, Travel & Salon (Pink)", "asin": "B0DDT88K51", "price": "$59.48", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle", "asin": "B0C39T2VG5", "price": "$70.98", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Whisper Quiet Lite Ionic Ceramic Hair Dryer, 1875 Watts, Lightweight, Powerful, 4 Temperatures, 2 Speeds", "asin": "B08F9FFNHC", "price": "$74.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Only 9 left in stock - order soon."},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D1R985WS", "price": "$69.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer - 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle, Silvery", "asin": "B0CGL31SR2", "price": "$65.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds", "asin": "B0CB89K4KT", "price": "$85.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)", "asin": "B0D5M3Y97W", "price": "$33.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds", "asin": "B0CB89K4KT", "price": "$85.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage", "asin": "B0DG4Y9NJ3", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer,150000 RPM High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, 51dB Low Noise Thermo-Control Hairdryer with Magnetic Diffuser & Nozzle for Children,Women,Men", "asin": "B0D9PXZMHZ", "price": "$99.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Hair Dryer SpeedStyle RapidGloss Finisher and High-Velocity Dryer, Ionic Hair Blow Dryer with IQ Speed Styling and Drying Suite, No Heat Damage, Best for Straight and Wavy Hair, Silk, HD331", "asin": "B0C7YJ7WML", "price": "$159.00", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle", "asin": "B0DHRZDDDZ", "price": "$55.98", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage", "asin": "B0DG4Y9NJ3", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, Negative Ionic Hair Dryer, High-Speed Blow Dryer with 110, 000 RPM Brushless Motor, Fast Drying Lightweight Travel Hairdryer, Low Noise Home Hair Dryer with Smooth Nozzle", "asin": "B0CPBRX5FY", "price": "$42.49", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel", "asin": "B0DKSYVLTX", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Pink Gold)", "asin": "B0B72KNZFR", "price": "$182.00", "delivery": " Two-Day FREE delivery Mon, Mar 31 Only 1 left in stock - order soon."},
{"title": "Hair Dryer, 110000 RPM Fast Drying Blow Dryer with Magnetic Diffuser and Concentrator, Professional Lightweight Ionic Hair Dryer for Women and Men", "asin": "B0DDC9GZW7", "price": "$84.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel", "asin": "B086SR1KML", "price": "$28.49", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Damage Protection Hair Dryer with Ceramic + Ionic + Tourmaline Technology,Purple, 3 Piece Set", "asin": "B0BN2F767S", "price": "$18.69", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control", "asin": "B0DK31PZG8", "price": "$119.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CXNLW3LB", "price": "$67.98", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold", "asin": "B09CP8SSGP", "price": "$31.83", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Professional Ionic Hair Dryer for Salon - 2200W Powerful Blow Dryer - Lightweight Travel for Normal & Curly Hair Includes Volume Styling Nozzle", "asin": "B07KN63XZH", "price": "$42.47", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer with Diffuser, Professional Ionic Blow Dryer with High Speed Brushless Motor, Compact Design for Fast Drying, Intelligent Heat, Airflow Control with LED Display for All Hair Types", "asin": "B0DB25BHGF", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive", "asin": "B0D2JNQ6TQ", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag", "asin": "B0DQPP7LD7", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Professional Smart Ionic Hair Dryer with Diffuser \u2022 Negative Ion Blow Dryer \u2022 Intelligent Heat Control & Wind Speeds \u2022 Suitable All Hair Types", "asin": "B0DK65WGNJ", "price": "$119.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine", "asin": "B0DK5JDNP2", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)", "asin": "B07GZWQDPR", "price": "$26.44", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)", "asin": "B0DLVXXVPH", "price": "$59.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "10X UltraLight Speed Hair Dryer, Blow Dryer with Adjustable Heat & Speed, Professional Hair Dryer for Fast Frizz-Free & Shiny Hair", "asin": "B01CKH82Y6", "price": "$239.19", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Smart-X Hair Dryer with Diffuser, High-Efficiency Blow Dryer with 3 Heat & 3 Speed Settings, Diffuser Hair Dryer Gently Dries, Defines & Reduces Frizz, Self Cleaning Function", "asin": "B0C2QZ79MX", "price": "$329.00", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer with Diffuser for Women - 1500W Professional High Speed Blow Dryer with Comb, 110,000RPM Fast Dry, 200 Million Ionic Hairdryer, 4 Temps & 3 Speeds, 8 Ft Cord for Salon, Metal Gray", "asin": "B0B8YWGMPN", "price": "$129.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Plum - Amazon Exclusive | Packaging May Vary", "asin": "B0BG3DZFCQ", "price": "$30.93", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)", "asin": "B0DLSL1J5J", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer - 160,000 RPM Ionic Blow Dryer - High Speed Fast Drying 1 Min, Professional Hairdryer for Smooth, 9 Temps Set for Women, 500 Million Negative Ions, Lightweight 0.8lb for Travel, Auto Clean", "asin": "B0DWT3SG8W", "price": "$69.69", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D9YMT9L2", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Lightweight Ionic Hair Dryer with Diffuser - Powerful 1800W Blow Dryer for Fast Drying - Professional Low Noise Mini Hair Dryer for Travel, Gifts, Hair Styling (Black)", "asin": "B08621GBMF", "price": "$33.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel", "asin": "B0DDWR4VWK", "price": "$69.29", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "GoldPro Hair Dryer, Blue, Moisturizing Heat Technology & 24K Gold MX, Ultra-Powerful 1875W AC Motor, Lightweight Blow Dryer with Ergonomic Handle, Multi-Speed Professional Hair Dryer", "asin": "B01FEE1K5A", "price": "$135.00", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "1875 Series Advanced Ionic Compact Hair Dryer, 16 Oz", "asin": "B07XHYBZ97", "price": "$82.65", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - Black", "asin": "B0DRG48M24", "price": "$67.99", "delivery": "FREE delivery Apr 5 - 8 for Prime members"},
{"title": "Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle", "asin": "B0D5LL4FX9", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)", "asin": "B0D5M3Y97W", "price": "$33.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Professional Ionic Hair Dryer (Foldable) \u2022 Negative Ion Blow Dryer \u2022 Perfect for Travel \u2022 Intelligent Heat Control & Rapid Drying Speeds \u2022 Lightweight Design \u2022 Low Noise Technology", "asin": "B0DFKLY59B", "price": "$129.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver", "asin": "B0D924NX8V", "price": "$34.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-29T23:53:55.843Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-29T23:53:55.843Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-29T23:53:55.843Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 3013,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair dryer panasonic ionic\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black\", \"asin\": \"B0DRY2V3LV\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black\", \"asin\": \"B0DRY2V3LV\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"B0DK65WGNJ\", \"price\": \"$119.97\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)\", \"asin\": \"B0CCGHXNGX\"}],\n\"search_results\": [{\"title\": \"Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\", \"price\": \"$99.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"SE Lite Hair Dryer, Negative Ionic Blow Dryer with 10W RPM Brushless Motor for Fast Drying, High-Speed Low Noise Thermo-Control Hairdryer with Lightweight Design for Home/Portable Travel\", \"asin\": \"B0DX78W658\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Apr 3 - 8\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)\", \"asin\": \"B0CCGHXNGX\", \"price\": \"$99.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\", \"price\": \"$79.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Nanoe Hair Dryer, 1875 Watt Professional Blow Dryer for Smooth, Shiny Hair with 3 Attachments Quick Dry Nozzle, Diffuser and Concentrator Nozzle \\u2013 EH-NA65-K (Black/Pink), Black\", \"asin\": \"B00JH2C3DE\", \"price\": \"$96.81\", \"delivery\": \"FREE delivery Tue, Apr 8 Or fastest delivery Tue, Apr 1\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray\", \"asin\": \"B0D672M7WW\", \"price\": \"$81.65\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Turbo Hair Dryer with Advanced Ionic Technology, Ceramic Coating | Turbo Heat and Cold Shot Features, 1875 Watts for Fast Drying and Shine (Silver)\", \"asin\": \"B0027SU9JU\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black\", \"asin\": \"B0DRY2V3LV\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Negative Ionic Hair Dryer Professional, 120000RPM High Speed Blow Dryer (1600W Brushless/ 3-Speed/ 4-Temp & HD Display & Portable Bag) Fast Drying Hairdryer for Home, Travel & Salon (Pink)\", \"asin\": \"B0DDT88K51\", \"price\": \"$59.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle\", \"asin\": \"B0C39T2VG5\", \"price\": \"$70.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Whisper Quiet Lite Ionic Ceramic Hair Dryer, 1875 Watts, Lightweight, Powerful, 4 Temperatures, 2 Speeds\", \"asin\": \"B08F9FFNHC\", \"price\": \"$74.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Only 9 left in stock - order soon.\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D1R985WS\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer - 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle, Silvery\", \"asin\": \"B0CGL31SR2\", \"price\": \"$65.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$85.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)\", \"asin\": \"B0D5M3Y97W\", \"price\": \"$33.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$85.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer,150000 RPM High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, 51dB Low Noise Thermo-Control Hairdryer with Magnetic Diffuser & Nozzle for Children,Women,Men\", \"asin\": \"B0D9PXZMHZ\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer SpeedStyle RapidGloss Finisher and High-Velocity Dryer, Ionic Hair Blow Dryer with IQ Speed Styling and Drying Suite, No Heat Damage, Best for Straight and Wavy Hair, Silk, HD331\", \"asin\": \"B0C7YJ7WML\", \"price\": \"$159.00\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle\", \"asin\": \"B0DHRZDDDZ\", \"price\": \"$55.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, Negative Ionic Hair Dryer, High-Speed Blow Dryer with 110, 000 RPM Brushless Motor, Fast Drying Lightweight Travel Hairdryer, Low Noise Home Hair Dryer with Smooth Nozzle\", \"asin\": \"B0CPBRX5FY\", \"price\": \"$42.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"B0DKSYVLTX\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Pink Gold)\", \"asin\": \"B0B72KNZFR\", \"price\": \"$182.00\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31 Only 1 left in stock - order soon.\"},\n{\"title\": \"Hair Dryer, 110000 RPM Fast Drying Blow Dryer with Magnetic Diffuser and Concentrator, Professional Lightweight Ionic Hair Dryer for Women and Men\", \"asin\": \"B0DDC9GZW7\", \"price\": \"$84.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel\", \"asin\": \"B086SR1KML\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Damage Protection Hair Dryer with Ceramic + Ionic + Tourmaline Technology,Purple, 3 Piece Set\", \"asin\": \"B0BN2F767S\", \"price\": \"$18.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control\", \"asin\": \"B0DK31PZG8\", \"price\": \"$119.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CXNLW3LB\", \"price\": \"$67.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold\", \"asin\": \"B09CP8SSGP\", \"price\": \"$31.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Ionic Hair Dryer for Salon - 2200W Powerful Blow Dryer - Lightweight Travel for Normal & Curly Hair Includes Volume Styling Nozzle\", \"asin\": \"B07KN63XZH\", \"price\": \"$42.47\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer with Diffuser, Professional Ionic Blow Dryer with High Speed Brushless Motor, Compact Design for Fast Drying, Intelligent Heat, Airflow Control with LED Display for All Hair Types\", \"asin\": \"B0DB25BHGF\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive\", \"asin\": \"B0D2JNQ6TQ\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag\", \"asin\": \"B0DQPP7LD7\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"B0DK65WGNJ\", \"price\": \"$119.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine\", \"asin\": \"B0DK5JDNP2\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)\", \"asin\": \"B07GZWQDPR\", \"price\": \"$26.44\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"B0DLVXXVPH\", \"price\": \"$59.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"10X UltraLight Speed Hair Dryer, Blow Dryer with Adjustable Heat & Speed, Professional Hair Dryer for Fast Frizz-Free & Shiny Hair\", \"asin\": \"B01CKH82Y6\", \"price\": \"$239.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Smart-X Hair Dryer with Diffuser, High-Efficiency Blow Dryer with 3 Heat & 3 Speed Settings, Diffuser Hair Dryer Gently Dries, Defines & Reduces Frizz, Self Cleaning Function\", \"asin\": \"B0C2QZ79MX\", \"price\": \"$329.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer with Diffuser for Women - 1500W Professional High Speed Blow Dryer with Comb, 110,000RPM Fast Dry, 200 Million Ionic Hairdryer, 4 Temps & 3 Speeds, 8 Ft Cord for Salon, Metal Gray\", \"asin\": \"B0B8YWGMPN\", \"price\": \"$129.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Plum - Amazon Exclusive | Packaging May Vary\", \"asin\": \"B0BG3DZFCQ\", \"price\": \"$30.93\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"B0DLSL1J5J\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer - 160,000 RPM Ionic Blow Dryer - High Speed Fast Drying 1 Min, Professional Hairdryer for Smooth, 9 Temps Set for Women, 500 Million Negative Ions, Lightweight 0.8lb for Travel, Auto Clean\", \"asin\": \"B0DWT3SG8W\", \"price\": \"$69.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D9YMT9L2\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Lightweight Ionic Hair Dryer with Diffuser - Powerful 1800W Blow Dryer for Fast Drying - Professional Low Noise Mini Hair Dryer for Travel, Gifts, Hair Styling (Black)\", \"asin\": \"B08621GBMF\", \"price\": \"$33.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"GoldPro Hair Dryer, Blue, Moisturizing Heat Technology & 24K Gold MX, Ultra-Powerful 1875W AC Motor, Lightweight Blow Dryer with Ergonomic Handle, Multi-Speed Professional Hair Dryer\", \"asin\": \"B01FEE1K5A\", \"price\": \"$135.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"1875 Series Advanced Ionic Compact Hair Dryer, 16 Oz\", \"asin\": \"B07XHYBZ97\", \"price\": \"$82.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - Black\", \"asin\": \"B0DRG48M24\", \"price\": \"$67.99\", \"delivery\": \"FREE delivery Apr 5 - 8 for Prime members\"},\n{\"title\": \"Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle\", \"asin\": \"B0D5LL4FX9\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)\", \"asin\": \"B0D5M3Y97W\", \"price\": \"$33.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Ionic Hair Dryer (Foldable) \\u2022 Negative Ion Blow Dryer \\u2022 Perfect for Travel \\u2022 Intelligent Heat Control & Rapid Drying Speeds \\u2022 Lightweight Design \\u2022 Low Noise Technology\", \"asin\": \"B0DFKLY59B\", \"price\": \"$129.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"B0D924NX8V\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:53:55.843Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair dryer panasonic ionic\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle\", \"asin\": \"B0C39T2VG5\", \"price\": \"$70.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black\", \"asin\": \"B0DRY2V3LV\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"B0DK65WGNJ\", \"price\": \"$119.97\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)\", \"asin\": \"B0CCGHXNGX\"}],\n\"search_results\": [{\"title\": \"Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\", \"price\": \"$99.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"SE Lite Hair Dryer, Negative Ionic Blow Dryer with 10W RPM Brushless Motor for Fast Drying, High-Speed Low Noise Thermo-Control Hairdryer with Lightweight Design for Home/Portable Travel\", \"asin\": \"B0DX78W658\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Apr 3 - 8\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)\", \"asin\": \"B0CCGHXNGX\", \"price\": \"$99.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\", \"price\": \"$79.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Nanoe Hair Dryer, 1875 Watt Professional Blow Dryer for Smooth, Shiny Hair with 3 Attachments Quick Dry Nozzle, Diffuser and Concentrator Nozzle \\u2013 EH-NA65-K (Black/Pink), Black\", \"asin\": \"B00JH2C3DE\", \"price\": \"$96.81\", \"delivery\": \"FREE delivery Tue, Apr 8 Or fastest delivery Tue, Apr 1\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray\", \"asin\": \"B0D672M7WW\", \"price\": \"$81.65\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Turbo Hair Dryer with Advanced Ionic Technology, Ceramic Coating | Turbo Heat and Cold Shot Features, 1875 Watts for Fast Drying and Shine (Silver)\", \"asin\": \"B0027SU9JU\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Whisper Quiet Lite Ionic Ceramic Hair Dryer, 1875 Watts, Lightweight, Powerful, 4 Temperatures, 2 Speeds\", \"asin\": \"B08F9FFNHC\", \"price\": \"$74.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Only 9 left in stock - order soon.\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black\", \"asin\": \"B0DRY2V3LV\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Negative Ionic Hair Dryer Professional, 120000RPM High Speed Blow Dryer (1600W Brushless/ 3-Speed/ 4-Temp & HD Display & Portable Bag) Fast Drying Hairdryer for Home, Travel & Salon (Pink)\", \"asin\": \"B0DDT88K51\", \"price\": \"$59.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle\", \"asin\": \"B0C39T2VG5\", \"price\": \"$70.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D1R985WS\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer - 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle, Silvery\", \"asin\": \"B0CGL31SR2\", \"price\": \"$65.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$85.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 1400W Negative Ionic Hair Dryer, Professional High Speed Hairdryer for Fast Drying, 3 Speeds and 5 Temps with HD Display, Low Noise Blow Dryer for Home Salon-Grey\", \"asin\": \"B0D91Y446L\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$85.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)\", \"asin\": \"B0D5M3Y97W\", \"price\": \"$33.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer SpeedStyle RapidGloss Finisher and High-Velocity Dryer, Ionic Hair Blow Dryer with IQ Speed Styling and Drying Suite, No Heat Damage, Best for Straight and Wavy Hair, Silk, HD331\", \"asin\": \"B0C7YJ7WML\", \"price\": \"$159.00\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle\", \"asin\": \"B0DHRZDDDZ\", \"price\": \"$55.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer,150000 RPM High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, 51dB Low Noise Thermo-Control Hairdryer with Magnetic Diffuser & Nozzle for Children,Women,Men\", \"asin\": \"B0D9PXZMHZ\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, Negative Ionic Hair Dryer, High-Speed Blow Dryer with 110, 000 RPM Brushless Motor, Fast Drying Lightweight Travel Hairdryer, Low Noise Home Hair Dryer with Smooth Nozzle\", \"asin\": \"B0CPBRX5FY\", \"price\": \"$42.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"B0DKSYVLTX\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Pink Gold)\", \"asin\": \"B0B72KNZFR\", \"price\": \"$182.00\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31 Only 1 left in stock - order soon.\"},\n{\"title\": \"Hair Dryer, 110000 RPM Fast Drying Blow Dryer with Magnetic Diffuser and Concentrator, Professional Lightweight Ionic Hair Dryer for Women and Men\", \"asin\": \"B0DDC9GZW7\", \"price\": \"$84.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel\", \"asin\": \"B086SR1KML\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Damage Protection Hair Dryer with Ceramic + Ionic + Tourmaline Technology,Purple, 3 Piece Set\", \"asin\": \"B0BN2F767S\", \"price\": \"$18.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control\", \"asin\": \"B0DK31PZG8\", \"price\": \"$119.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CXNLW3LB\", \"price\": \"$67.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold\", \"asin\": \"B09CP8SSGP\", \"price\": \"$31.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Ionic Hair Dryer for Salon - 2200W Powerful Blow Dryer - Lightweight Travel for Normal & Curly Hair Includes Volume Styling Nozzle\", \"asin\": \"B07KN63XZH\", \"price\": \"$42.47\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive\", \"asin\": \"B0D2JNQ6TQ\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer with Diffuser, Professional Ionic Blow Dryer with High Speed Brushless Motor, Compact Design for Fast Drying, Intelligent Heat, Airflow Control with LED Display for All Hair Types\", \"asin\": \"B0DB25BHGF\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag\", \"asin\": \"B0DQPP7LD7\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"B0DK65WGNJ\", \"price\": \"$119.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)\", \"asin\": \"B07GZWQDPR\", \"price\": \"$26.44\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine\", \"asin\": \"B0DK5JDNP2\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"B0DLVXXVPH\", \"price\": \"$59.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"10X UltraLight Speed Hair Dryer, Blow Dryer with Adjustable Heat & Speed, Professional Hair Dryer for Fast Frizz-Free & Shiny Hair\", \"asin\": \"B01CKH82Y6\", \"price\": \"$239.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Smart-X Hair Dryer with Diffuser, High-Efficiency Blow Dryer with 3 Heat & 3 Speed Settings, Diffuser Hair Dryer Gently Dries, Defines & Reduces Frizz, Self Cleaning Function\", \"asin\": \"B0C2QZ79MX\", \"price\": \"$329.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer with Diffuser for Women - 1500W Professional High Speed Blow Dryer with Comb, 110,000RPM Fast Dry, 200 Million Ionic Hairdryer, 4 Temps & 3 Speeds, 8 Ft Cord for Salon, Metal Gray\", \"asin\": \"B0B8YWGMPN\", \"price\": \"$129.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Plum - Amazon Exclusive | Packaging May Vary\", \"asin\": \"B0BG3DZFCQ\", \"price\": \"$30.93\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"B0DLSL1J5J\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer - 160,000 RPM Ionic Blow Dryer - High Speed Fast Drying 1 Min, Professional Hairdryer for Smooth, 9 Temps Set for Women, 500 Million Negative Ions, Lightweight 0.8lb for Travel, Auto Clean\", \"asin\": \"B0DWT3SG8W\", \"price\": \"$69.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Lightweight Ionic Hair Dryer with Diffuser - Powerful 1800W Blow Dryer for Fast Drying - Professional Low Noise Mini Hair Dryer for Travel, Gifts, Hair Styling (Black)\", \"asin\": \"B08621GBMF\", \"price\": \"$33.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D9YMT9L2\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"GoldPro Hair Dryer, Blue, Moisturizing Heat Technology & 24K Gold MX, Ultra-Powerful 1875W AC Motor, Lightweight Blow Dryer with Ergonomic Handle, Multi-Speed Professional Hair Dryer\", \"asin\": \"B01FEE1K5A\", \"price\": \"$135.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"1875 Series Advanced Ionic Compact Hair Dryer, 16 Oz\", \"asin\": \"B07XHYBZ97\", \"price\": \"$82.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - Black\", \"asin\": \"B0DRG48M24\", \"price\": \"$67.99\", \"delivery\": \"FREE delivery Apr 5 - 8 for Prime members\"},\n{\"title\": \"Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle\", \"asin\": \"B0D5LL4FX9\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Ionic Hair Dryer (Foldable) \\u2022 Negative Ion Blow Dryer \\u2022 Perfect for Travel \\u2022 Intelligent Heat Control & Rapid Drying Speeds \\u2022 Lightweight Design \\u2022 Low Noise Technology\", \"asin\": \"B0DFKLY59B\", \"price\": \"$129.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)\", \"asin\": \"B0D5M3Y97W\", \"price\": \"$33.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"B0D924NX8V\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:54:48.058Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-29T23:54:48.058Z
|
click_product
|
B0B33685G3
|
rule
|
train
| 3,014
|
2025-03-29T23:54:48.058Z
|
click_product
|
B0B33685G3
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:54.467Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-29T23:53:44.458Z", "action": "input", "action_argument": "hair dryer pana"}
{"timestamp": "2025-03-29T23:53:51.881Z", "action": "input", "action_argument": "hair dryer panasonic ioic"}
{"timestamp": "2025-03-29T23:53:52.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:53:55.766Z", "action": "input", "action_argument": "hair dryer panasonic ionic"}
{"timestamp": "2025-03-29T23:53:55.843Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "hair dryer panasonic ionic"}],
"cart_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$56.98", "quantity": "1"},
{"title": "License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)", "asin": "B01BB6YL60", "price": "$9.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.85", "quantity": "1"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.99"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.79"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$56.98", "quantity": ""},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CX4MK9FQ", "price": "$67.99", "quantity": ""},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White", "asin": "B0DRG1VV8S", "price": "$67.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$69.99", "quantity": ""},
{"title": "Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle", "asin": "B0C39T2VG5", "price": "$70.98", "quantity": ""},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$56.98", "quantity": ""},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CX4MK9FQ", "price": "$67.99", "quantity": ""},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White", "asin": "B0DRG1VV8S", "price": "$67.99", "quantity": ""},
{"title": "Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black", "asin": "B0DRY2V3LV", "price": "$69.99", "quantity": ""},
{"title": "ELLA BELLA\u00ae Professional Smart Ionic Hair Dryer with Diffuser \u2022 Negative Ion Blow Dryer \u2022 Intelligent Heat Control & Wind Speeds \u2022 Suitable All Hair Types", "asin": "B0DK65WGNJ", "price": "$119.97", "quantity": ""}],
"ads": [{"title": "Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3"},
{"title": "Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)", "asin": "B08RK2LHR6"},
{"title": "Panasonic Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)", "asin": "B0CCGHXNGX"}],
"search_results": [{"title": "Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)", "asin": "B08RK2LHR6", "price": "$99.19", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CX4MK9FQ", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$56.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "SE Lite Hair Dryer, Negative Ionic Blow Dryer with 10W RPM Brushless Motor for Fast Drying, High-Speed Low Noise Thermo-Control Hairdryer with Lightweight Design for Home/Portable Travel", "asin": "B0DX78W658", "price": "$79.99", "delivery": "FREE delivery Apr 3 - 8"},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)", "asin": "B0CCGHXNGX", "price": "$99.79", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3", "price": "$79.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Nanoe Hair Dryer, 1875 Watt Professional Blow Dryer for Smooth, Shiny Hair with 3 Attachments Quick Dry Nozzle, Diffuser and Concentrator Nozzle \u2013 EH-NA65-K (Black/Pink), Black", "asin": "B00JH2C3DE", "price": "$96.81", "delivery": "FREE delivery Tue, Apr 8 Or fastest delivery Tue, Apr 1"},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray", "asin": "B0D672M7WW", "price": "$81.65", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Turbo Hair Dryer with Advanced Ionic Technology, Ceramic Coating | Turbo Heat and Cold Shot Features, 1875 Watts for Fast Drying and Shine (Silver)", "asin": "B0027SU9JU", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Whisper Quiet Lite Ionic Ceramic Hair Dryer, 1875 Watts, Lightweight, Powerful, 4 Temperatures, 2 Speeds", "asin": "B08F9FFNHC", "price": "$74.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Only 9 left in stock - order soon."},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White", "asin": "B0DRG1VV8S", "price": "$67.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black", "asin": "B0DRY2V3LV", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Negative Ionic Hair Dryer Professional, 120000RPM High Speed Blow Dryer (1600W Brushless/ 3-Speed/ 4-Temp & HD Display & Portable Bag) Fast Drying Hairdryer for Home, Travel & Salon (Pink)", "asin": "B0DDT88K51", "price": "$59.48", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle", "asin": "B0C39T2VG5", "price": "$70.98", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$56.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D1R985WS", "price": "$69.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer - 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle, Silvery", "asin": "B0CGL31SR2", "price": "$65.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds", "asin": "B0CB89K4KT", "price": "$85.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, 1400W Negative Ionic Hair Dryer, Professional High Speed Hairdryer for Fast Drying, 3 Speeds and 5 Temps with HD Display, Low Noise Blow Dryer for Home Salon-Grey", "asin": "B0D91Y446L", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds", "asin": "B0CB89K4KT", "price": "$85.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)", "asin": "B0D5M3Y97W", "price": "$33.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer SpeedStyle RapidGloss Finisher and High-Velocity Dryer, Ionic Hair Blow Dryer with IQ Speed Styling and Drying Suite, No Heat Damage, Best for Straight and Wavy Hair, Silk, HD331", "asin": "B0C7YJ7WML", "price": "$159.00", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle", "asin": "B0DHRZDDDZ", "price": "$55.98", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer,150000 RPM High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, 51dB Low Noise Thermo-Control Hairdryer with Magnetic Diffuser & Nozzle for Children,Women,Men", "asin": "B0D9PXZMHZ", "price": "$99.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage", "asin": "B0DG4Y9NJ3", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, Negative Ionic Hair Dryer, High-Speed Blow Dryer with 110, 000 RPM Brushless Motor, Fast Drying Lightweight Travel Hairdryer, Low Noise Home Hair Dryer with Smooth Nozzle", "asin": "B0CPBRX5FY", "price": "$42.49", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel", "asin": "B0DKSYVLTX", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Pink Gold)", "asin": "B0B72KNZFR", "price": "$182.00", "delivery": " Two-Day FREE delivery Mon, Mar 31 Only 1 left in stock - order soon."},
{"title": "Hair Dryer, 110000 RPM Fast Drying Blow Dryer with Magnetic Diffuser and Concentrator, Professional Lightweight Ionic Hair Dryer for Women and Men", "asin": "B0DDC9GZW7", "price": "$84.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel", "asin": "B086SR1KML", "price": "$28.49", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Damage Protection Hair Dryer with Ceramic + Ionic + Tourmaline Technology,Purple, 3 Piece Set", "asin": "B0BN2F767S", "price": "$18.69", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control", "asin": "B0DK31PZG8", "price": "$119.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CXNLW3LB", "price": "$67.98", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold", "asin": "B09CP8SSGP", "price": "$31.83", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Professional Ionic Hair Dryer for Salon - 2200W Powerful Blow Dryer - Lightweight Travel for Normal & Curly Hair Includes Volume Styling Nozzle", "asin": "B07KN63XZH", "price": "$42.47", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive", "asin": "B0D2JNQ6TQ", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Hair Dryer with Diffuser, Professional Ionic Blow Dryer with High Speed Brushless Motor, Compact Design for Fast Drying, Intelligent Heat, Airflow Control with LED Display for All Hair Types", "asin": "B0DB25BHGF", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag", "asin": "B0DQPP7LD7", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Professional Smart Ionic Hair Dryer with Diffuser \u2022 Negative Ion Blow Dryer \u2022 Intelligent Heat Control & Wind Speeds \u2022 Suitable All Hair Types", "asin": "B0DK65WGNJ", "price": "$119.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)", "asin": "B07GZWQDPR", "price": "$26.44", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine", "asin": "B0DK5JDNP2", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)", "asin": "B0DLVXXVPH", "price": "$59.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "10X UltraLight Speed Hair Dryer, Blow Dryer with Adjustable Heat & Speed, Professional Hair Dryer for Fast Frizz-Free & Shiny Hair", "asin": "B01CKH82Y6", "price": "$239.19", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Smart-X Hair Dryer with Diffuser, High-Efficiency Blow Dryer with 3 Heat & 3 Speed Settings, Diffuser Hair Dryer Gently Dries, Defines & Reduces Frizz, Self Cleaning Function", "asin": "B0C2QZ79MX", "price": "$329.00", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer with Diffuser for Women - 1500W Professional High Speed Blow Dryer with Comb, 110,000RPM Fast Dry, 200 Million Ionic Hairdryer, 4 Temps & 3 Speeds, 8 Ft Cord for Salon, Metal Gray", "asin": "B0B8YWGMPN", "price": "$129.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Plum - Amazon Exclusive | Packaging May Vary", "asin": "B0BG3DZFCQ", "price": "$30.93", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)", "asin": "B0DLSL1J5J", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer - 160,000 RPM Ionic Blow Dryer - High Speed Fast Drying 1 Min, Professional Hairdryer for Smooth, 9 Temps Set for Women, 500 Million Negative Ions, Lightweight 0.8lb for Travel, Auto Clean", "asin": "B0DWT3SG8W", "price": "$69.69", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Lightweight Ionic Hair Dryer with Diffuser - Powerful 1800W Blow Dryer for Fast Drying - Professional Low Noise Mini Hair Dryer for Travel, Gifts, Hair Styling (Black)", "asin": "B08621GBMF", "price": "$33.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D9YMT9L2", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel", "asin": "B0DDWR4VWK", "price": "$69.29", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "GoldPro Hair Dryer, Blue, Moisturizing Heat Technology & 24K Gold MX, Ultra-Powerful 1875W AC Motor, Lightweight Blow Dryer with Ergonomic Handle, Multi-Speed Professional Hair Dryer", "asin": "B01FEE1K5A", "price": "$135.00", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "1875 Series Advanced Ionic Compact Hair Dryer, 16 Oz", "asin": "B07XHYBZ97", "price": "$82.65", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - Black", "asin": "B0DRG48M24", "price": "$67.99", "delivery": "FREE delivery Apr 5 - 8 for Prime members"},
{"title": "Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle", "asin": "B0D5LL4FX9", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Professional Ionic Hair Dryer (Foldable) \u2022 Negative Ion Blow Dryer \u2022 Perfect for Travel \u2022 Intelligent Heat Control & Rapid Drying Speeds \u2022 Lightweight Design \u2022 Low Noise Technology", "asin": "B0DFKLY59B", "price": "$129.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)", "asin": "B0D5M3Y97W", "price": "$33.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver", "asin": "B0D924NX8V", "price": "$34.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-29T23:54:48.058Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-29T23:54:48.058Z\",\"action\": \"click_product\",\"acion_argument\": \"B0B33685G3\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-29T23:54:48.058Z\",\"action\": \"click_product\",\"acion_argument\": \"B0B33685G3\",}</answer>",
"index": 3014,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair dryer panasonic ionic\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle\", \"asin\": \"B0C39T2VG5\", \"price\": \"$70.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black\", \"asin\": \"B0DRY2V3LV\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"B0DK65WGNJ\", \"price\": \"$119.97\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)\", \"asin\": \"B0CCGHXNGX\"}],\n\"search_results\": [{\"title\": \"Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\", \"price\": \"$99.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"SE Lite Hair Dryer, Negative Ionic Blow Dryer with 10W RPM Brushless Motor for Fast Drying, High-Speed Low Noise Thermo-Control Hairdryer with Lightweight Design for Home/Portable Travel\", \"asin\": \"B0DX78W658\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Apr 3 - 8\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)\", \"asin\": \"B0CCGHXNGX\", \"price\": \"$99.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\", \"price\": \"$79.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Nanoe Hair Dryer, 1875 Watt Professional Blow Dryer for Smooth, Shiny Hair with 3 Attachments Quick Dry Nozzle, Diffuser and Concentrator Nozzle \\u2013 EH-NA65-K (Black/Pink), Black\", \"asin\": \"B00JH2C3DE\", \"price\": \"$96.81\", \"delivery\": \"FREE delivery Tue, Apr 8 Or fastest delivery Tue, Apr 1\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray\", \"asin\": \"B0D672M7WW\", \"price\": \"$81.65\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Turbo Hair Dryer with Advanced Ionic Technology, Ceramic Coating | Turbo Heat and Cold Shot Features, 1875 Watts for Fast Drying and Shine (Silver)\", \"asin\": \"B0027SU9JU\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Whisper Quiet Lite Ionic Ceramic Hair Dryer, 1875 Watts, Lightweight, Powerful, 4 Temperatures, 2 Speeds\", \"asin\": \"B08F9FFNHC\", \"price\": \"$74.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Only 9 left in stock - order soon.\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black\", \"asin\": \"B0DRY2V3LV\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Negative Ionic Hair Dryer Professional, 120000RPM High Speed Blow Dryer (1600W Brushless/ 3-Speed/ 4-Temp & HD Display & Portable Bag) Fast Drying Hairdryer for Home, Travel & Salon (Pink)\", \"asin\": \"B0DDT88K51\", \"price\": \"$59.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle\", \"asin\": \"B0C39T2VG5\", \"price\": \"$70.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D1R985WS\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer - 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle, Silvery\", \"asin\": \"B0CGL31SR2\", \"price\": \"$65.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$85.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 1400W Negative Ionic Hair Dryer, Professional High Speed Hairdryer for Fast Drying, 3 Speeds and 5 Temps with HD Display, Low Noise Blow Dryer for Home Salon-Grey\", \"asin\": \"B0D91Y446L\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$85.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)\", \"asin\": \"B0D5M3Y97W\", \"price\": \"$33.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer SpeedStyle RapidGloss Finisher and High-Velocity Dryer, Ionic Hair Blow Dryer with IQ Speed Styling and Drying Suite, No Heat Damage, Best for Straight and Wavy Hair, Silk, HD331\", \"asin\": \"B0C7YJ7WML\", \"price\": \"$159.00\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle\", \"asin\": \"B0DHRZDDDZ\", \"price\": \"$55.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer,150000 RPM High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, 51dB Low Noise Thermo-Control Hairdryer with Magnetic Diffuser & Nozzle for Children,Women,Men\", \"asin\": \"B0D9PXZMHZ\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, Negative Ionic Hair Dryer, High-Speed Blow Dryer with 110, 000 RPM Brushless Motor, Fast Drying Lightweight Travel Hairdryer, Low Noise Home Hair Dryer with Smooth Nozzle\", \"asin\": \"B0CPBRX5FY\", \"price\": \"$42.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"B0DKSYVLTX\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Pink Gold)\", \"asin\": \"B0B72KNZFR\", \"price\": \"$182.00\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31 Only 1 left in stock - order soon.\"},\n{\"title\": \"Hair Dryer, 110000 RPM Fast Drying Blow Dryer with Magnetic Diffuser and Concentrator, Professional Lightweight Ionic Hair Dryer for Women and Men\", \"asin\": \"B0DDC9GZW7\", \"price\": \"$84.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel\", \"asin\": \"B086SR1KML\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Damage Protection Hair Dryer with Ceramic + Ionic + Tourmaline Technology,Purple, 3 Piece Set\", \"asin\": \"B0BN2F767S\", \"price\": \"$18.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control\", \"asin\": \"B0DK31PZG8\", \"price\": \"$119.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CXNLW3LB\", \"price\": \"$67.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold\", \"asin\": \"B09CP8SSGP\", \"price\": \"$31.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Ionic Hair Dryer for Salon - 2200W Powerful Blow Dryer - Lightweight Travel for Normal & Curly Hair Includes Volume Styling Nozzle\", \"asin\": \"B07KN63XZH\", \"price\": \"$42.47\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive\", \"asin\": \"B0D2JNQ6TQ\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer with Diffuser, Professional Ionic Blow Dryer with High Speed Brushless Motor, Compact Design for Fast Drying, Intelligent Heat, Airflow Control with LED Display for All Hair Types\", \"asin\": \"B0DB25BHGF\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag\", \"asin\": \"B0DQPP7LD7\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"B0DK65WGNJ\", \"price\": \"$119.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)\", \"asin\": \"B07GZWQDPR\", \"price\": \"$26.44\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine\", \"asin\": \"B0DK5JDNP2\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"B0DLVXXVPH\", \"price\": \"$59.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"10X UltraLight Speed Hair Dryer, Blow Dryer with Adjustable Heat & Speed, Professional Hair Dryer for Fast Frizz-Free & Shiny Hair\", \"asin\": \"B01CKH82Y6\", \"price\": \"$239.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Smart-X Hair Dryer with Diffuser, High-Efficiency Blow Dryer with 3 Heat & 3 Speed Settings, Diffuser Hair Dryer Gently Dries, Defines & Reduces Frizz, Self Cleaning Function\", \"asin\": \"B0C2QZ79MX\", \"price\": \"$329.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer with Diffuser for Women - 1500W Professional High Speed Blow Dryer with Comb, 110,000RPM Fast Dry, 200 Million Ionic Hairdryer, 4 Temps & 3 Speeds, 8 Ft Cord for Salon, Metal Gray\", \"asin\": \"B0B8YWGMPN\", \"price\": \"$129.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Plum - Amazon Exclusive | Packaging May Vary\", \"asin\": \"B0BG3DZFCQ\", \"price\": \"$30.93\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"B0DLSL1J5J\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer - 160,000 RPM Ionic Blow Dryer - High Speed Fast Drying 1 Min, Professional Hairdryer for Smooth, 9 Temps Set for Women, 500 Million Negative Ions, Lightweight 0.8lb for Travel, Auto Clean\", \"asin\": \"B0DWT3SG8W\", \"price\": \"$69.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Lightweight Ionic Hair Dryer with Diffuser - Powerful 1800W Blow Dryer for Fast Drying - Professional Low Noise Mini Hair Dryer for Travel, Gifts, Hair Styling (Black)\", \"asin\": \"B08621GBMF\", \"price\": \"$33.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D9YMT9L2\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"GoldPro Hair Dryer, Blue, Moisturizing Heat Technology & 24K Gold MX, Ultra-Powerful 1875W AC Motor, Lightweight Blow Dryer with Ergonomic Handle, Multi-Speed Professional Hair Dryer\", \"asin\": \"B01FEE1K5A\", \"price\": \"$135.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"1875 Series Advanced Ionic Compact Hair Dryer, 16 Oz\", \"asin\": \"B07XHYBZ97\", \"price\": \"$82.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - Black\", \"asin\": \"B0DRG48M24\", \"price\": \"$67.99\", \"delivery\": \"FREE delivery Apr 5 - 8 for Prime members\"},\n{\"title\": \"Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle\", \"asin\": \"B0D5LL4FX9\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Ionic Hair Dryer (Foldable) \\u2022 Negative Ion Blow Dryer \\u2022 Perfect for Travel \\u2022 Intelligent Heat Control & Rapid Drying Speeds \\u2022 Lightweight Design \\u2022 Low Noise Technology\", \"asin\": \"B0DFKLY59B\", \"price\": \"$129.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)\", \"asin\": \"B0D5M3Y97W\", \"price\": \"$33.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"B0D924NX8V\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:54:48.058Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair dryer panasonic ionic\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle\", \"asin\": \"B0C39T2VG5\", \"price\": \"$70.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black\", \"asin\": \"B0DRY2V3LV\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"B0DK65WGNJ\", \"price\": \"$119.97\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)\", \"asin\": \"B0CCGHXNGX\"}],\n\"search_results\": [{\"title\": \"Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\", \"price\": \"$99.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"SE Lite Hair Dryer, Negative Ionic Blow Dryer with 10W RPM Brushless Motor for Fast Drying, High-Speed Low Noise Thermo-Control Hairdryer with Lightweight Design for Home/Portable Travel\", \"asin\": \"B0DX78W658\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Apr 3 - 8\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)\", \"asin\": \"B0CCGHXNGX\", \"price\": \"$99.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\", \"price\": \"$79.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Nanoe Hair Dryer, 1875 Watt Professional Blow Dryer for Smooth, Shiny Hair with 3 Attachments Quick Dry Nozzle, Diffuser and Concentrator Nozzle \\u2013 EH-NA65-K (Black/Pink), Black\", \"asin\": \"B00JH2C3DE\", \"price\": \"$96.81\", \"delivery\": \"FREE delivery Tue, Apr 8 Or fastest delivery Tue, Apr 1\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray\", \"asin\": \"B0D672M7WW\", \"price\": \"$81.65\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Turbo Hair Dryer with Advanced Ionic Technology, Ceramic Coating | Turbo Heat and Cold Shot Features, 1875 Watts for Fast Drying and Shine (Silver)\", \"asin\": \"B0027SU9JU\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Whisper Quiet Lite Ionic Ceramic Hair Dryer, 1875 Watts, Lightweight, Powerful, 4 Temperatures, 2 Speeds\", \"asin\": \"B08F9FFNHC\", \"price\": \"$74.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Only 9 left in stock - order soon.\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black\", \"asin\": \"B0DRY2V3LV\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Negative Ionic Hair Dryer Professional, 120000RPM High Speed Blow Dryer (1600W Brushless/ 3-Speed/ 4-Temp & HD Display & Portable Bag) Fast Drying Hairdryer for Home, Travel & Salon (Pink)\", \"asin\": \"B0DDT88K51\", \"price\": \"$59.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle\", \"asin\": \"B0C39T2VG5\", \"price\": \"$70.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D1R985WS\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer - 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle, Silvery\", \"asin\": \"B0CGL31SR2\", \"price\": \"$65.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$85.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 1400W Negative Ionic Hair Dryer, Professional High Speed Hairdryer for Fast Drying, 3 Speeds and 5 Temps with HD Display, Low Noise Blow Dryer for Home Salon-Grey\", \"asin\": \"B0D91Y446L\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$85.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)\", \"asin\": \"B0D5M3Y97W\", \"price\": \"$33.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer SpeedStyle RapidGloss Finisher and High-Velocity Dryer, Ionic Hair Blow Dryer with IQ Speed Styling and Drying Suite, No Heat Damage, Best for Straight and Wavy Hair, Silk, HD331\", \"asin\": \"B0C7YJ7WML\", \"price\": \"$159.00\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle\", \"asin\": \"B0DHRZDDDZ\", \"price\": \"$55.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer,150000 RPM High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, 51dB Low Noise Thermo-Control Hairdryer with Magnetic Diffuser & Nozzle for Children,Women,Men\", \"asin\": \"B0D9PXZMHZ\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, Negative Ionic Hair Dryer, High-Speed Blow Dryer with 110, 000 RPM Brushless Motor, Fast Drying Lightweight Travel Hairdryer, Low Noise Home Hair Dryer with Smooth Nozzle\", \"asin\": \"B0CPBRX5FY\", \"price\": \"$42.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"B0DKSYVLTX\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Pink Gold)\", \"asin\": \"B0B72KNZFR\", \"price\": \"$182.00\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31 Only 1 left in stock - order soon.\"},\n{\"title\": \"Hair Dryer, 110000 RPM Fast Drying Blow Dryer with Magnetic Diffuser and Concentrator, Professional Lightweight Ionic Hair Dryer for Women and Men\", \"asin\": \"B0DDC9GZW7\", \"price\": \"$84.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel\", \"asin\": \"B086SR1KML\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Damage Protection Hair Dryer with Ceramic + Ionic + Tourmaline Technology,Purple, 3 Piece Set\", \"asin\": \"B0BN2F767S\", \"price\": \"$18.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control\", \"asin\": \"B0DK31PZG8\", \"price\": \"$119.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CXNLW3LB\", \"price\": \"$67.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold\", \"asin\": \"B09CP8SSGP\", \"price\": \"$31.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Ionic Hair Dryer for Salon - 2200W Powerful Blow Dryer - Lightweight Travel for Normal & Curly Hair Includes Volume Styling Nozzle\", \"asin\": \"B07KN63XZH\", \"price\": \"$42.47\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive\", \"asin\": \"B0D2JNQ6TQ\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer with Diffuser, Professional Ionic Blow Dryer with High Speed Brushless Motor, Compact Design for Fast Drying, Intelligent Heat, Airflow Control with LED Display for All Hair Types\", \"asin\": \"B0DB25BHGF\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag\", \"asin\": \"B0DQPP7LD7\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"B0DK65WGNJ\", \"price\": \"$119.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)\", \"asin\": \"B07GZWQDPR\", \"price\": \"$26.44\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine\", \"asin\": \"B0DK5JDNP2\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"B0DLVXXVPH\", \"price\": \"$59.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"10X UltraLight Speed Hair Dryer, Blow Dryer with Adjustable Heat & Speed, Professional Hair Dryer for Fast Frizz-Free & Shiny Hair\", \"asin\": \"B01CKH82Y6\", \"price\": \"$239.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Smart-X Hair Dryer with Diffuser, High-Efficiency Blow Dryer with 3 Heat & 3 Speed Settings, Diffuser Hair Dryer Gently Dries, Defines & Reduces Frizz, Self Cleaning Function\", \"asin\": \"B0C2QZ79MX\", \"price\": \"$329.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer with Diffuser for Women - 1500W Professional High Speed Blow Dryer with Comb, 110,000RPM Fast Dry, 200 Million Ionic Hairdryer, 4 Temps & 3 Speeds, 8 Ft Cord for Salon, Metal Gray\", \"asin\": \"B0B8YWGMPN\", \"price\": \"$129.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Plum - Amazon Exclusive | Packaging May Vary\", \"asin\": \"B0BG3DZFCQ\", \"price\": \"$30.93\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"B0DLSL1J5J\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer - 160,000 RPM Ionic Blow Dryer - High Speed Fast Drying 1 Min, Professional Hairdryer for Smooth, 9 Temps Set for Women, 500 Million Negative Ions, Lightweight 0.8lb for Travel, Auto Clean\", \"asin\": \"B0DWT3SG8W\", \"price\": \"$69.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Lightweight Ionic Hair Dryer with Diffuser - Powerful 1800W Blow Dryer for Fast Drying - Professional Low Noise Mini Hair Dryer for Travel, Gifts, Hair Styling (Black)\", \"asin\": \"B08621GBMF\", \"price\": \"$33.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D9YMT9L2\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"GoldPro Hair Dryer, Blue, Moisturizing Heat Technology & 24K Gold MX, Ultra-Powerful 1875W AC Motor, Lightweight Blow Dryer with Ergonomic Handle, Multi-Speed Professional Hair Dryer\", \"asin\": \"B01FEE1K5A\", \"price\": \"$135.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"1875 Series Advanced Ionic Compact Hair Dryer, 16 Oz\", \"asin\": \"B07XHYBZ97\", \"price\": \"$82.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - Black\", \"asin\": \"B0DRG48M24\", \"price\": \"$67.99\", \"delivery\": \"FREE delivery Apr 5 - 8 for Prime members\"},\n{\"title\": \"Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle\", \"asin\": \"B0D5LL4FX9\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Ionic Hair Dryer (Foldable) \\u2022 Negative Ion Blow Dryer \\u2022 Perfect for Travel \\u2022 Intelligent Heat Control & Rapid Drying Speeds \\u2022 Lightweight Design \\u2022 Low Noise Technology\", \"asin\": \"B0DFKLY59B\", \"price\": \"$129.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)\", \"asin\": \"B0D5M3Y97W\", \"price\": \"$33.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"B0D924NX8V\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:55:10.398Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-29T23:55:10.398Z
|
click
|
cart_side_bar
|
rule
|
train
| 3,015
|
2025-03-29T23:55:10.398Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:54.467Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-29T23:53:44.458Z", "action": "input", "action_argument": "hair dryer pana"}
{"timestamp": "2025-03-29T23:53:51.881Z", "action": "input", "action_argument": "hair dryer panasonic ioic"}
{"timestamp": "2025-03-29T23:53:52.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:53:55.766Z", "action": "input", "action_argument": "hair dryer panasonic ionic"}
{"timestamp": "2025-03-29T23:53:55.843Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:54:48.058Z", "action": "click_product", "action_argument": "B0B33685G3"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "hair dryer panasonic ionic"}],
"cart_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$56.98", "quantity": "1"},
{"title": "License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)", "asin": "B01BB6YL60", "price": "$9.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.85", "quantity": "1"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.99"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.79"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$56.98", "quantity": ""},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CX4MK9FQ", "price": "$67.99", "quantity": ""},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White", "asin": "B0DRG1VV8S", "price": "$67.99", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$69.99", "quantity": ""},
{"title": "Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle", "asin": "B0C39T2VG5", "price": "$70.98", "quantity": ""},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$56.98", "quantity": ""},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CX4MK9FQ", "price": "$67.99", "quantity": ""},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White", "asin": "B0DRG1VV8S", "price": "$67.99", "quantity": ""},
{"title": "Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black", "asin": "B0DRY2V3LV", "price": "$69.99", "quantity": ""},
{"title": "ELLA BELLA\u00ae Professional Smart Ionic Hair Dryer with Diffuser \u2022 Negative Ion Blow Dryer \u2022 Intelligent Heat Control & Wind Speeds \u2022 Suitable All Hair Types", "asin": "B0DK65WGNJ", "price": "$119.97", "quantity": ""}],
"ads": [{"title": "Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3"},
{"title": "Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)", "asin": "B08RK2LHR6"},
{"title": "Panasonic Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)", "asin": "B0CCGHXNGX"}],
"search_results": [{"title": "Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)", "asin": "B08RK2LHR6", "price": "$99.19", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CX4MK9FQ", "price": "$67.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$56.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "SE Lite Hair Dryer, Negative Ionic Blow Dryer with 10W RPM Brushless Motor for Fast Drying, High-Speed Low Noise Thermo-Control Hairdryer with Lightweight Design for Home/Portable Travel", "asin": "B0DX78W658", "price": "$79.99", "delivery": "FREE delivery Apr 3 - 8"},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)", "asin": "B0CCGHXNGX", "price": "$99.79", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3", "price": "$79.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Nanoe Hair Dryer, 1875 Watt Professional Blow Dryer for Smooth, Shiny Hair with 3 Attachments Quick Dry Nozzle, Diffuser and Concentrator Nozzle \u2013 EH-NA65-K (Black/Pink), Black", "asin": "B00JH2C3DE", "price": "$96.81", "delivery": "FREE delivery Tue, Apr 8 Or fastest delivery Tue, Apr 1"},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray", "asin": "B0D672M7WW", "price": "$81.65", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Turbo Hair Dryer with Advanced Ionic Technology, Ceramic Coating | Turbo Heat and Cold Shot Features, 1875 Watts for Fast Drying and Shine (Silver)", "asin": "B0027SU9JU", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Whisper Quiet Lite Ionic Ceramic Hair Dryer, 1875 Watts, Lightweight, Powerful, 4 Temperatures, 2 Speeds", "asin": "B08F9FFNHC", "price": "$74.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Only 9 left in stock - order soon."},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White", "asin": "B0DRG1VV8S", "price": "$67.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black", "asin": "B0DRY2V3LV", "price": "$69.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Negative Ionic Hair Dryer Professional, 120000RPM High Speed Blow Dryer (1600W Brushless/ 3-Speed/ 4-Temp & HD Display & Portable Bag) Fast Drying Hairdryer for Home, Travel & Salon (Pink)", "asin": "B0DDT88K51", "price": "$59.48", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle", "asin": "B0C39T2VG5", "price": "$70.98", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$56.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D1R985WS", "price": "$69.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer - 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle, Silvery", "asin": "B0CGL31SR2", "price": "$65.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds", "asin": "B0CB89K4KT", "price": "$85.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, 1400W Negative Ionic Hair Dryer, Professional High Speed Hairdryer for Fast Drying, 3 Speeds and 5 Temps with HD Display, Low Noise Blow Dryer for Home Salon-Grey", "asin": "B0D91Y446L", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds", "asin": "B0CB89K4KT", "price": "$85.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)", "asin": "B0D5M3Y97W", "price": "$33.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer SpeedStyle RapidGloss Finisher and High-Velocity Dryer, Ionic Hair Blow Dryer with IQ Speed Styling and Drying Suite, No Heat Damage, Best for Straight and Wavy Hair, Silk, HD331", "asin": "B0C7YJ7WML", "price": "$159.00", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle", "asin": "B0DHRZDDDZ", "price": "$55.98", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer,150000 RPM High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, 51dB Low Noise Thermo-Control Hairdryer with Magnetic Diffuser & Nozzle for Children,Women,Men", "asin": "B0D9PXZMHZ", "price": "$99.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage", "asin": "B0DG4Y9NJ3", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, Negative Ionic Hair Dryer, High-Speed Blow Dryer with 110, 000 RPM Brushless Motor, Fast Drying Lightweight Travel Hairdryer, Low Noise Home Hair Dryer with Smooth Nozzle", "asin": "B0CPBRX5FY", "price": "$42.49", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$69.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel", "asin": "B0DKSYVLTX", "price": "$24.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Pink Gold)", "asin": "B0B72KNZFR", "price": "$182.00", "delivery": " Two-Day FREE delivery Mon, Mar 31 Only 1 left in stock - order soon."},
{"title": "Hair Dryer, 110000 RPM Fast Drying Blow Dryer with Magnetic Diffuser and Concentrator, Professional Lightweight Ionic Hair Dryer for Women and Men", "asin": "B0DDC9GZW7", "price": "$84.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel", "asin": "B086SR1KML", "price": "$28.49", "delivery": " Two-Day FREE delivery Mon, Mar 31"},
{"title": "Damage Protection Hair Dryer with Ceramic + Ionic + Tourmaline Technology,Purple, 3 Piece Set", "asin": "B0BN2F767S", "price": "$18.69", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control", "asin": "B0DK31PZG8", "price": "$119.98", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CXNLW3LB", "price": "$67.98", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold", "asin": "B09CP8SSGP", "price": "$31.83", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Professional Ionic Hair Dryer for Salon - 2200W Powerful Blow Dryer - Lightweight Travel for Normal & Curly Hair Includes Volume Styling Nozzle", "asin": "B07KN63XZH", "price": "$42.47", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive", "asin": "B0D2JNQ6TQ", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Hair Dryer with Diffuser, Professional Ionic Blow Dryer with High Speed Brushless Motor, Compact Design for Fast Drying, Intelligent Heat, Airflow Control with LED Display for All Hair Types", "asin": "B0DB25BHGF", "price": "$109.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag", "asin": "B0DQPP7LD7", "price": "$59.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Professional Smart Ionic Hair Dryer with Diffuser \u2022 Negative Ion Blow Dryer \u2022 Intelligent Heat Control & Wind Speeds \u2022 Suitable All Hair Types", "asin": "B0DK65WGNJ", "price": "$119.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)", "asin": "B07GZWQDPR", "price": "$26.44", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine", "asin": "B0DK5JDNP2", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)", "asin": "B0DLVXXVPH", "price": "$59.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "10X UltraLight Speed Hair Dryer, Blow Dryer with Adjustable Heat & Speed, Professional Hair Dryer for Fast Frizz-Free & Shiny Hair", "asin": "B01CKH82Y6", "price": "$239.19", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Smart-X Hair Dryer with Diffuser, High-Efficiency Blow Dryer with 3 Heat & 3 Speed Settings, Diffuser Hair Dryer Gently Dries, Defines & Reduces Frizz, Self Cleaning Function", "asin": "B0C2QZ79MX", "price": "$329.00", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer with Diffuser for Women - 1500W Professional High Speed Blow Dryer with Comb, 110,000RPM Fast Dry, 200 Million Ionic Hairdryer, 4 Temps & 3 Speeds, 8 Ft Cord for Salon, Metal Gray", "asin": "B0B8YWGMPN", "price": "$129.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Plum - Amazon Exclusive | Packaging May Vary", "asin": "B0BG3DZFCQ", "price": "$30.93", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)", "asin": "B0DLSL1J5J", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer - 160,000 RPM Ionic Blow Dryer - High Speed Fast Drying 1 Min, Professional Hairdryer for Smooth, 9 Temps Set for Women, 500 Million Negative Ions, Lightweight 0.8lb for Travel, Auto Clean", "asin": "B0DWT3SG8W", "price": "$69.69", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Lightweight Ionic Hair Dryer with Diffuser - Powerful 1800W Blow Dryer for Fast Drying - Professional Low Noise Mini Hair Dryer for Travel, Gifts, Hair Styling (Black)", "asin": "B08621GBMF", "price": "$33.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D9YMT9L2", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel", "asin": "B0DDWR4VWK", "price": "$69.29", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "GoldPro Hair Dryer, Blue, Moisturizing Heat Technology & 24K Gold MX, Ultra-Powerful 1875W AC Motor, Lightweight Blow Dryer with Ergonomic Handle, Multi-Speed Professional Hair Dryer", "asin": "B01FEE1K5A", "price": "$135.00", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "1875 Series Advanced Ionic Compact Hair Dryer, 16 Oz", "asin": "B07XHYBZ97", "price": "$82.65", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - Black", "asin": "B0DRG48M24", "price": "$67.99", "delivery": "FREE delivery Apr 5 - 8 for Prime members"},
{"title": "Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle", "asin": "B0D5LL4FX9", "price": "$33.99", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Professional Ionic Hair Dryer (Foldable) \u2022 Negative Ion Blow Dryer \u2022 Perfect for Travel \u2022 Intelligent Heat Control & Rapid Drying Speeds \u2022 Lightweight Design \u2022 Low Noise Technology", "asin": "B0DFKLY59B", "price": "$129.97", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)", "asin": "B0D5M3Y97W", "price": "$33.89", "delivery": " One-Day FREE delivery Tomorrow, Mar 30"},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver", "asin": "B0D924NX8V", "price": "$34.99", "delivery": " Two-Day FREE delivery Mon, Mar 31"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-29T23:55:10.398Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-29T23:55:10.398Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-29T23:55:10.398Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 3015,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"hair dryer panasonic ionic\"}],\n\"cart_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"quantity\": \"1\"},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.85\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.99\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.79\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle\", \"asin\": \"B0C39T2VG5\", \"price\": \"$70.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black\", \"asin\": \"B0DRY2V3LV\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"ELLA BELLA\\u00ae Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"B0DK65WGNJ\", \"price\": \"$119.97\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)\", \"asin\": \"B0CCGHXNGX\"}],\n\"search_results\": [{\"title\": \"Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\", \"price\": \"$99.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CX4MK9FQ\", \"price\": \"$67.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$56.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"SE Lite Hair Dryer, Negative Ionic Blow Dryer with 10W RPM Brushless Motor for Fast Drying, High-Speed Low Noise Thermo-Control Hairdryer with Lightweight Design for Home/Portable Travel\", \"asin\": \"B0DX78W658\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Apr 3 - 8\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)\", \"asin\": \"B0CCGHXNGX\", \"price\": \"$99.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\", \"price\": \"$79.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Nanoe Hair Dryer, 1875 Watt Professional Blow Dryer for Smooth, Shiny Hair with 3 Attachments Quick Dry Nozzle, Diffuser and Concentrator Nozzle \\u2013 EH-NA65-K (Black/Pink), Black\", \"asin\": \"B00JH2C3DE\", \"price\": \"$96.81\", \"delivery\": \"FREE delivery Tue, Apr 8 Or fastest delivery Tue, Apr 1\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray\", \"asin\": \"B0D672M7WW\", \"price\": \"$81.65\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Turbo Hair Dryer with Advanced Ionic Technology, Ceramic Coating | Turbo Heat and Cold Shot Features, 1875 Watts for Fast Drying and Shine (Silver)\", \"asin\": \"B0027SU9JU\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Whisper Quiet Lite Ionic Ceramic Hair Dryer, 1875 Watts, Lightweight, Powerful, 4 Temperatures, 2 Speeds\", \"asin\": \"B08F9FFNHC\", \"price\": \"$74.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Only 9 left in stock - order soon.\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - White\", \"asin\": \"B0DRG1VV8S\", \"price\": \"$67.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer with Carry Case, 160000 RPM Professional High-Speed Blow Dryer 200 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Hairdryer, Travel with Magnetic Diffuser&Nozzle, Black\", \"asin\": \"B0DRY2V3LV\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Negative Ionic Hair Dryer Professional, 120000RPM High Speed Blow Dryer (1600W Brushless/ 3-Speed/ 4-Temp & HD Display & Portable Bag) Fast Drying Hairdryer for Home, Travel & Salon (Pink)\", \"asin\": \"B0DDT88K51\", \"price\": \"$59.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle\", \"asin\": \"B0C39T2VG5\", \"price\": \"$70.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$56.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D1R985WS\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer - 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle, Silvery\", \"asin\": \"B0CGL31SR2\", \"price\": \"$65.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$85.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 1400W Negative Ionic Hair Dryer, Professional High Speed Hairdryer for Fast Drying, 3 Speeds and 5 Temps with HD Display, Low Noise Blow Dryer for Home Salon-Grey\", \"asin\": \"B0D91Y446L\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$85.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)\", \"asin\": \"B0D5M3Y97W\", \"price\": \"$33.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer SpeedStyle RapidGloss Finisher and High-Velocity Dryer, Ionic Hair Blow Dryer with IQ Speed Styling and Drying Suite, No Heat Damage, Best for Straight and Wavy Hair, Silk, HD331\", \"asin\": \"B0C7YJ7WML\", \"price\": \"$159.00\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle\", \"asin\": \"B0DHRZDDDZ\", \"price\": \"$55.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer,150000 RPM High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, 51dB Low Noise Thermo-Control Hairdryer with Magnetic Diffuser & Nozzle for Children,Women,Men\", \"asin\": \"B0D9PXZMHZ\", \"price\": \"$99.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Millions Negative Ions Care & Heat-Control & Low Noise Hair dryer with Magnetic Diffuser and Nozzle, No Heat Damage\", \"asin\": \"B0DG4Y9NJ3\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, Negative Ionic Hair Dryer, High-Speed Blow Dryer with 110, 000 RPM Brushless Motor, Fast Drying Lightweight Travel Hairdryer, Low Noise Home Hair Dryer with Smooth Nozzle\", \"asin\": \"B0CPBRX5FY\", \"price\": \"$42.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"B0DKSYVLTX\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Pink Gold)\", \"asin\": \"B0B72KNZFR\", \"price\": \"$182.00\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31 Only 1 left in stock - order soon.\"},\n{\"title\": \"Hair Dryer, 110000 RPM Fast Drying Blow Dryer with Magnetic Diffuser and Concentrator, Professional Lightweight Ionic Hair Dryer for Women and Men\", \"asin\": \"B0DDC9GZW7\", \"price\": \"$84.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel\", \"asin\": \"B086SR1KML\", \"price\": \"$28.49\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"},\n{\"title\": \"Damage Protection Hair Dryer with Ceramic + Ionic + Tourmaline Technology,Purple, 3 Piece Set\", \"asin\": \"B0BN2F767S\", \"price\": \"$18.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control\", \"asin\": \"B0DK31PZG8\", \"price\": \"$119.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CXNLW3LB\", \"price\": \"$67.98\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold\", \"asin\": \"B09CP8SSGP\", \"price\": \"$31.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Ionic Hair Dryer for Salon - 2200W Powerful Blow Dryer - Lightweight Travel for Normal & Curly Hair Includes Volume Styling Nozzle\", \"asin\": \"B07KN63XZH\", \"price\": \"$42.47\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive\", \"asin\": \"B0D2JNQ6TQ\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer with Diffuser, Professional Ionic Blow Dryer with High Speed Brushless Motor, Compact Design for Fast Drying, Intelligent Heat, Airflow Control with LED Display for All Hair Types\", \"asin\": \"B0DB25BHGF\", \"price\": \"$109.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, warmmama Ionic High Speed Hair Dryer 110000RPM 1500W Brushless Motor 3 Speeds and 4 Temps, Hair Blow Dryer for Home and Travel with Diffuser Nozzle Storage Bag\", \"asin\": \"B0DQPP7LD7\", \"price\": \"$59.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Smart Ionic Hair Dryer with Diffuser \\u2022 Negative Ion Blow Dryer \\u2022 Intelligent Heat Control & Wind Speeds \\u2022 Suitable All Hair Types\", \"asin\": \"B0DK65WGNJ\", \"price\": \"$119.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)\", \"asin\": \"B07GZWQDPR\", \"price\": \"$26.44\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"FanttikSolo Aura H10 APEX Hair Dryer, Ionic Blow Dryer with HD Display, Brushless Motor, Thermo-Control, Magnetic Concentrator, 110000 RPM High-Speed, LightFlow for Fast Drying & Shine\", \"asin\": \"B0DK5JDNP2\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 2 Billion Negative Ionic Care Hair Dryer (Black Gray)\", \"asin\": \"B0DLVXXVPH\", \"price\": \"$59.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"10X UltraLight Speed Hair Dryer, Blow Dryer with Adjustable Heat & Speed, Professional Hair Dryer for Fast Frizz-Free & Shiny Hair\", \"asin\": \"B01CKH82Y6\", \"price\": \"$239.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Smart-X Hair Dryer with Diffuser, High-Efficiency Blow Dryer with 3 Heat & 3 Speed Settings, Diffuser Hair Dryer Gently Dries, Defines & Reduces Frizz, Self Cleaning Function\", \"asin\": \"B0C2QZ79MX\", \"price\": \"$329.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer with Diffuser for Women - 1500W Professional High Speed Blow Dryer with Comb, 110,000RPM Fast Dry, 200 Million Ionic Hairdryer, 4 Temps & 3 Speeds, 8 Ft Cord for Salon, Metal Gray\", \"asin\": \"B0B8YWGMPN\", \"price\": \"$129.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Plum - Amazon Exclusive | Packaging May Vary\", \"asin\": \"B0BG3DZFCQ\", \"price\": \"$30.93\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"B0DLSL1J5J\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer - 160,000 RPM Ionic Blow Dryer - High Speed Fast Drying 1 Min, Professional Hairdryer for Smooth, 9 Temps Set for Women, 500 Million Negative Ions, Lightweight 0.8lb for Travel, Auto Clean\", \"asin\": \"B0DWT3SG8W\", \"price\": \"$69.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Lightweight Ionic Hair Dryer with Diffuser - Powerful 1800W Blow Dryer for Fast Drying - Professional Low Noise Mini Hair Dryer for Travel, Gifts, Hair Styling (Black)\", \"asin\": \"B08621GBMF\", \"price\": \"$33.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Hair Dryer, 150000 RPM Professional High-Speed Blow Dryer, Negative Ionic Hair Dryer for Fast Drying, Low Noise Thermo-Control HairDryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D9YMT9L2\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"GoldPro Hair Dryer, Blue, Moisturizing Heat Technology & 24K Gold MX, Ultra-Powerful 1875W AC Motor, Lightweight Blow Dryer with Ergonomic Handle, Multi-Speed Professional Hair Dryer\", \"asin\": \"B01FEE1K5A\", \"price\": \"$135.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"1875 Series Advanced Ionic Compact Hair Dryer, 16 Oz\", \"asin\": \"B07XHYBZ97\", \"price\": \"$82.65\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, 110,000 RPM High-Speed Ionic Blow Dryer for Fast Drying, Professional Lightweight Hairdryer with Diffuser, Magnetic Nozzle, 4 Temps & 2 Speeds, Low Noise for Travel - Black\", \"asin\": \"B0DRG48M24\", \"price\": \"$67.99\", \"delivery\": \"FREE delivery Apr 5 - 8 for Prime members\"},\n{\"title\": \"Hair Dryer, 160000 RPM High-Speed Brushless Motor for Fast Drying, 600 Millions Negative Ionic Blow Dryer with HD Display, Low Noise Thermo-Control Hair Dryer with Diffuser and Nozzle\", \"asin\": \"B0D5LL4FX9\", \"price\": \"$33.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Professional Ionic Hair Dryer (Foldable) \\u2022 Negative Ion Blow Dryer \\u2022 Perfect for Travel \\u2022 Intelligent Heat Control & Rapid Drying Speeds \\u2022 Lightweight Design \\u2022 Low Noise Technology\", \"asin\": \"B0DFKLY59B\", \"price\": \"$129.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer Ionic, 160,000 RPM Hair Dryers for Women w/Ceramic Technology Nozzle for Fast Drying High Speed Blow Dryer 3-Speed Thermo Control Professional Low Noise Design for Home Travel Salon(White)\", \"asin\": \"B0D5M3Y97W\", \"price\": \"$33.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Mar 30\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"B0D924NX8V\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Mon, Mar 31\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:55:10.398Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Aujen Silicone License Plate Frames Black, 1 Pack Car License Plate Frame, Universal US Car Black License Plate Holders Brackets Rust-Proof, Rattle-Proof, Weather-Proof Car Accessories(Black)\", \"asin\": \"B07X5XCYX7\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.70\", \"quantity\": \"\"},\n{\"title\": \"Aujen Silicone License Plate Frames Black, 2 Pack Car License Plate Frame, Universal US Car Black License Plate Holders Brackets Rust-Proof, Rattle-Proof, Weather-Proof Car Accessories(Black)\", \"asin\": \"B07YZFM2FQ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Rightcar Solutions Silicone License Plate Frame | The Original Premium Grade Silicone Car Plate Frame | Rust Proof, Rattle Proof, Weather Proof License Plate Holder (Black)\", \"asin\": \"B07CV5PLFM\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature Made Vitamin B12 1000 mcg, Dietary Supplement for Energy Metabolism Support, 150 Softgels, 150 Day Supply\", \"asin\": \"B00DS5BGDY\", \"price\": \"$10.98\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"06d46ba7\", \"price\": \"$11.72\", \"quantity\": \"\"},\n{\"title\": \"CKAuto Tire Valve Stem Caps, Black, 4 pcs/Pack, Anodized Aluminum Tire Valve Cap Set, Corrosion Resistant, Universal Stem Covers for Cars Trucks Motorcycles SUVs and Bikes\", \"asin\": \"dac7b805\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"Carlyle Moringa Oleifera | 180 Capsules | Non-GMO and Gluten Free Supplement | Complete Green Superfood | from Moringa Leaf Powder\", \"asin\": \"B0992RGWXQ\", \"price\": \"$9.88\", \"quantity\": \"\"},\n{\"title\": \"QUANQIUFEI 2 Pack License Plate Frames, Stainless Steel Car License Plate Cover Car Accessories with Screw Caps (Black)\", \"asin\": \"noDealId\", \"price\": \"$7.64\", \"quantity\": \"\"},\n{\"title\": \"Horb\\u00e4ach Ginger Root Capsules 1500 mg | 150 Pills | Non-GMO, Gluten Free | Ginger Root Extract\", \"asin\": \"B07Z9P38D1\", \"price\": \"$9.73\", \"quantity\": \"\"},\n{\"title\": \"2PCS Premium Matte Black License Plate Frames, Solid Rust-Proof Aluminum Holder with 2 Holes, Universal Car Frame for Women and Man, Including Screws, by Lengnoyp.\", \"asin\": \"noDealId\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Cordless Hair Straightener Brush - Portable Straightening Comb For Travel - 30s Fast Heating,10000mAh Dual USB-C Rechargeable, 300 Million Negative Ions Smoother, Lightweight On-the-Go, Gift for Women\", \"asin\": \"B0DL29THDP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07XPDM4B1\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DDPKX5MZ\", \"price\": \"$89.95\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DSVZTGJH\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B00QNC39TI\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DBJ5VZ8Z\", \"price\": \"$199.97\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CFPZL9S1\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D46MWQJ7\", \"price\": \"$59.90\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07BDD8521\", \"price\": \"$15.74\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07MP5BG7M\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DZH43SW8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DM635B28\", \"price\": \"$29.77\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01GPBXSAQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0B5WMJCV5\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0B4VXGSXQ\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Setting\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Ther\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Bedsure Queen Comforter Set - Dusty Rose Bed Set, 3 Pieces Cute Floral Bedding, 1 Soft Reversible Botanical Flowers Comforter\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Professional Hair Cutting Shears Set,6 Inch Barber Hair Cutting Scissors Kit,Hairdressing Thinning Shears for Hair Cutting,Sh\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"La Tourangelle, Avocado Oil, Handcrafted from Premium Avocados, Great for Cooking, as Butter Substitute, and for Skin and Hai\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"delivery\": \"One-Day FREE delivery Tomorrow, Mar 30 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black Zinc Plated\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]},\n{\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g Stainless Steel Digital Food Scale Grams and Ounces for Baking, Cooking, Dieting and Meal Prep (Batteries Included)\", \"asin\": \"B0CXM7CY6F\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Minoxidil-5% Extra Strength Hair Regrowth for Men, 6 Month Supply\", \"asin\": \"B003U4YC70\", \"options\": [{\"Size\": \"6 Count (Pack of 1)\"}]},\n{\"title\": \"Minoxidil Liquid Extra Strength Hair Regrowth Treatment for Men, 5% Topical Solution, 6 Months Supply - Dropper Applicator and Bonus Free Instructional Guide Included\", \"asin\": \"B0CP6LXPLK\", \"options\": []},\n{\"title\": \"Chesapeake Bay Candle Medium Jar Scented Candle, Serenity + Calm (Lavender Thyme), Home D\\u00e9cor, Orange, Gifting Idea, Burn Time of 50 Hours\", \"asin\": \"B07GH691SQ\", \"options\": [{\"Scent\": \"Serenity + Calm\"}, {\"Size\": \"Medium Jar\"}]},\n{\"title\": \"Minoxidil-5% Extra Strength Hair Regrowth for Men, 3 Count, 2 Ounce Bottles\", \"asin\": \"B000FQ73O0\", \"price\": \"$15.79\", \"options\": []},\n{\"title\": \"Rogaine Women's 2% Minoxidil Topical Solution for Womens Hair Thinning and Loss & Hair Regrowth, 3-Month Supply, 4 Piece Set, Unscented, 6 Fl Oz\", \"asin\": \"B00BMLOKHU\", \"options\": [{\"Style\": \"Topical Hair Regrowth Treatment\"}]},\n{\"asin\": \"B00BMLOKHU\", \"options\": []},\n{\"title\": \"Women's Rogaine 5% Minoxidil Foam, Topical Once-A-Day Hair Loss Treatment for Women to Regrow Fuller, Thicker Hair, Unscented, 4-Month Supply, 2 x 2.11 oz\", \"asin\": \"B00M6I5SNI\", \"options\": [{\"Style\": \"Rogaine 4 Month Supply\"}, {\"Configuration\": \"Foam\"}]},\n{\"title\": \"Nutrafol Women's Hair Growth Supplements, Ages 18-44, Clinically Proven for Visibly Thicker and Stronger Hair, Dermatologist Recommended - 1 Month Supply\", \"asin\": \"B00LU4CZP8\", \"options\": []},\n{\"title\": \"VITUER Paring knife, 4PCS Paring knives (4 Knives and 4 Knife cover), 4 Inch Peeling Knife, Fruit and Vegetable Knife, Ultra Sharp Kitchen Knives, German Steel, PP Plastic Handle\", \"asin\": \"B098XFGHV2\", \"options\": []},\n{\"title\": \"Gevi Espresso Machine 20 Bar High Pressure,Super Automatic Espresso Machines with Milk Frother Steam Wand,Cappuccino & Latte Maker with Volume Control for Home,Espresso Maker\\uff0cGift for Coffee Lover\", \"asin\": \"B0CRVMQN3N\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:55:50.002Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-03-29T23:55:50.002Z
|
purchase
|
B0DR5B8SSV, B01BB6YL60
|
rule
|
train
| 3,016
|
2025-03-29T23:55:50.002Z
|
purchase
|
B0DR5B8SSV, B01BB6YL60
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:54.467Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-29T23:53:44.458Z", "action": "input", "action_argument": "hair dryer pana"}
{"timestamp": "2025-03-29T23:53:51.881Z", "action": "input", "action_argument": "hair dryer panasonic ioic"}
{"timestamp": "2025-03-29T23:53:52.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:53:55.766Z", "action": "input", "action_argument": "hair dryer panasonic ionic"}
{"timestamp": "2025-03-29T23:53:55.843Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:54:48.058Z", "action": "click_product", "action_argument": "B0B33685G3"}
{"timestamp": "2025-03-29T23:55:10.398Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Aujen Silicone License Plate Frames Black, 1 Pack Car License Plate Frame, Universal US Car Black License Plate Holders Brackets Rust-Proof, Rattle-Proof, Weather-Proof Car Accessories(Black)", "asin": "B07X5XCYX7", "price": "$6.79", "quantity": ""},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$69.99", "quantity": ""},
{"title": "Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct", "asin": "B000NPYY04", "price": "$13.70", "quantity": ""},
{"title": "Aujen Silicone License Plate Frames Black, 2 Pack Car License Plate Frame, Universal US Car Black License Plate Holders Brackets Rust-Proof, Rattle-Proof, Weather-Proof Car Accessories(Black)", "asin": "B07YZFM2FQ", "price": "$9.99", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Rightcar Solutions Silicone License Plate Frame | The Original Premium Grade Silicone Car Plate Frame | Rust Proof, Rattle Proof, Weather Proof License Plate Holder (Black)", "asin": "B07CV5PLFM", "price": "$9.99", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.88", "quantity": ""},
{"title": "Nature Made Vitamin B12 1000 mcg, Dietary Supplement for Energy Metabolism Support, 150 Softgels, 150 Day Supply", "asin": "B00DS5BGDY", "price": "$10.98", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "06d46ba7", "price": "$11.72", "quantity": ""},
{"title": "CKAuto Tire Valve Stem Caps, Black, 4 pcs/Pack, Anodized Aluminum Tire Valve Cap Set, Corrosion Resistant, Universal Stem Covers for Cars Trucks Motorcycles SUVs and Bikes", "asin": "dac7b805", "price": "$5.09", "quantity": ""},
{"title": "Carlyle Moringa Oleifera | 180 Capsules | Non-GMO and Gluten Free Supplement | Complete Green Superfood | from Moringa Leaf Powder", "asin": "B0992RGWXQ", "price": "$9.88", "quantity": ""},
{"title": "QUANQIUFEI 2 Pack License Plate Frames, Stainless Steel Car License Plate Cover Car Accessories with Screw Caps (Black)", "asin": "noDealId", "price": "$7.64", "quantity": ""},
{"title": "Horb\u00e4ach Ginger Root Capsules 1500 mg | 150 Pills | Non-GMO, Gluten Free | Ginger Root Extract", "asin": "B07Z9P38D1", "price": "$9.73", "quantity": ""},
{"title": "2PCS Premium Matte Black License Plate Frames, Solid Rust-Proof Aluminum Holder with 2 Holes, Universal Car Frame for Women and Man, Including Screws, by Lengnoyp.", "asin": "noDealId", "price": "$6.79", "quantity": ""},
{"title": "Cordless Hair Straightener Brush - Portable Straightening Comb For Travel - 30s Fast Heating,10000mAh Dual USB-C Rechargeable, 300 Million Negative Ions Smoother, Lightweight On-the-Go, Gift for Women", "asin": "B0DL29THDP", "price": "$119.99", "quantity": ""},
{"title": "", "asin": "B07XPDM4B1", "price": "$12.99", "quantity": ""},
{"title": "", "asin": "B0DDPKX5MZ", "price": "$89.95", "quantity": ""},
{"title": "", "asin": "B0DSVZTGJH", "price": "$399.99", "quantity": ""},
{"title": "", "asin": "B00QNC39TI", "price": "$34.99", "quantity": ""},
{"title": "", "asin": "B0DBJ5VZ8Z", "price": "$199.97", "quantity": ""},
{"title": "", "asin": "B0CFPZL9S1", "price": "$89.99", "quantity": ""},
{"title": "", "asin": "B0D46MWQJ7", "price": "$59.90", "quantity": ""},
{"title": "", "asin": "B07BDD8521", "price": "$15.74", "quantity": ""},
{"title": "", "asin": "B07MP5BG7M", "price": "$33.99", "quantity": ""},
{"title": "", "asin": "B0DZH43SW8", "price": "$39.99", "quantity": ""},
{"title": "", "asin": "B0DM635B28", "price": "$29.77", "quantity": ""},
{"title": "", "asin": "B01GPBXSAQ", "price": "$23.99", "quantity": ""},
{"title": "", "asin": "B0B5WMJCV5", "price": "$25.99", "quantity": ""},
{"title": "", "asin": "B0B4VXGSXQ", "price": "$38.99", "quantity": ""},
{"title": "Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Setting", "asin": "", "quantity": ""},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Ther", "asin": "", "quantity": ""},
{"title": "Bedsure Queen Comforter Set - Dusty Rose Bed Set, 3 Pieces Cute Floral Bedding, 1 Soft Reversible Botanical Flowers Comforter", "asin": "", "quantity": ""},
{"title": "Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver", "asin": "", "quantity": ""},
{"title": "Professional Hair Cutting Shears Set,6 Inch Barber Hair Cutting Scissors Kit,Hairdressing Thinning Shears for Hair Cutting,Sh", "asin": "", "quantity": ""},
{"title": "La Tourangelle, Avocado Oil, Handcrafted from Premium Avocados, Great for Cooking, as Butter Substitute, and for Skin and Hai", "asin": "", "quantity": ""}],
"active_items": [{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "delivery": "One-Day FREE delivery Tomorrow, Mar 30 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "White"}]},
{"title": "License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)", "asin": "B01BB6YL60", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "4 Pack"}, {"Color": "Black Zinc Plated"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "price": "$19.99", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$7.99", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]},
{"title": "Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g Stainless Steel Digital Food Scale Grams and Ounces for Baking, Cooking, Dieting and Meal Prep (Batteries Included)", "asin": "B0CXM7CY6F", "options": [{"Color": "Silver"}]},
{"title": "Minoxidil-5% Extra Strength Hair Regrowth for Men, 6 Month Supply", "asin": "B003U4YC70", "options": [{"Size": "6 Count (Pack of 1)"}]},
{"title": "Minoxidil Liquid Extra Strength Hair Regrowth Treatment for Men, 5% Topical Solution, 6 Months Supply - Dropper Applicator and Bonus Free Instructional Guide Included", "asin": "B0CP6LXPLK", "options": []},
{"title": "Chesapeake Bay Candle Medium Jar Scented Candle, Serenity + Calm (Lavender Thyme), Home D\u00e9cor, Orange, Gifting Idea, Burn Time of 50 Hours", "asin": "B07GH691SQ", "options": [{"Scent": "Serenity + Calm"}, {"Size": "Medium Jar"}]},
{"title": "Minoxidil-5% Extra Strength Hair Regrowth for Men, 3 Count, 2 Ounce Bottles", "asin": "B000FQ73O0", "price": "$15.79", "options": []},
{"title": "Rogaine Women's 2% Minoxidil Topical Solution for Womens Hair Thinning and Loss & Hair Regrowth, 3-Month Supply, 4 Piece Set, Unscented, 6 Fl Oz", "asin": "B00BMLOKHU", "options": [{"Style": "Topical Hair Regrowth Treatment"}]},
{"asin": "B00BMLOKHU", "options": []},
{"title": "Women's Rogaine 5% Minoxidil Foam, Topical Once-A-Day Hair Loss Treatment for Women to Regrow Fuller, Thicker Hair, Unscented, 4-Month Supply, 2 x 2.11 oz", "asin": "B00M6I5SNI", "options": [{"Style": "Rogaine 4 Month Supply"}, {"Configuration": "Foam"}]},
{"title": "Nutrafol Women's Hair Growth Supplements, Ages 18-44, Clinically Proven for Visibly Thicker and Stronger Hair, Dermatologist Recommended - 1 Month Supply", "asin": "B00LU4CZP8", "options": []},
{"title": "VITUER Paring knife, 4PCS Paring knives (4 Knives and 4 Knife cover), 4 Inch Peeling Knife, Fruit and Vegetable Knife, Ultra Sharp Kitchen Knives, German Steel, PP Plastic Handle", "asin": "B098XFGHV2", "options": []},
{"title": "Gevi Espresso Machine 20 Bar High Pressure,Super Automatic Espresso Machines with Milk Frother Steam Wand,Cappuccino & Latte Maker with Volume Control for Home,Espresso Maker\uff0cGift for Coffee Lover", "asin": "B0CRVMQN3N", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-03-29T23:55:50.002Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-03-29T23:55:50.002Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DR5B8SSV, B01BB6YL60\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-03-29T23:55:50.002Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DR5B8SSV, B01BB6YL60\",}</answer>",
"index": 3016,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Aujen Silicone License Plate Frames Black, 1 Pack Car License Plate Frame, Universal US Car Black License Plate Holders Brackets Rust-Proof, Rattle-Proof, Weather-Proof Car Accessories(Black)\", \"asin\": \"B07X5XCYX7\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.70\", \"quantity\": \"\"},\n{\"title\": \"Aujen Silicone License Plate Frames Black, 2 Pack Car License Plate Frame, Universal US Car Black License Plate Holders Brackets Rust-Proof, Rattle-Proof, Weather-Proof Car Accessories(Black)\", \"asin\": \"B07YZFM2FQ\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Rightcar Solutions Silicone License Plate Frame | The Original Premium Grade Silicone Car Plate Frame | Rust Proof, Rattle Proof, Weather Proof License Plate Holder (Black)\", \"asin\": \"B07CV5PLFM\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature Made Vitamin B12 1000 mcg, Dietary Supplement for Energy Metabolism Support, 150 Softgels, 150 Day Supply\", \"asin\": \"B00DS5BGDY\", \"price\": \"$10.98\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"06d46ba7\", \"price\": \"$11.72\", \"quantity\": \"\"},\n{\"title\": \"CKAuto Tire Valve Stem Caps, Black, 4 pcs/Pack, Anodized Aluminum Tire Valve Cap Set, Corrosion Resistant, Universal Stem Covers for Cars Trucks Motorcycles SUVs and Bikes\", \"asin\": \"dac7b805\", \"price\": \"$5.09\", \"quantity\": \"\"},\n{\"title\": \"Carlyle Moringa Oleifera | 180 Capsules | Non-GMO and Gluten Free Supplement | Complete Green Superfood | from Moringa Leaf Powder\", \"asin\": \"B0992RGWXQ\", \"price\": \"$9.88\", \"quantity\": \"\"},\n{\"title\": \"QUANQIUFEI 2 Pack License Plate Frames, Stainless Steel Car License Plate Cover Car Accessories with Screw Caps (Black)\", \"asin\": \"noDealId\", \"price\": \"$7.64\", \"quantity\": \"\"},\n{\"title\": \"Horb\\u00e4ach Ginger Root Capsules 1500 mg | 150 Pills | Non-GMO, Gluten Free | Ginger Root Extract\", \"asin\": \"B07Z9P38D1\", \"price\": \"$9.73\", \"quantity\": \"\"},\n{\"title\": \"2PCS Premium Matte Black License Plate Frames, Solid Rust-Proof Aluminum Holder with 2 Holes, Universal Car Frame for Women and Man, Including Screws, by Lengnoyp.\", \"asin\": \"noDealId\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Cordless Hair Straightener Brush - Portable Straightening Comb For Travel - 30s Fast Heating,10000mAh Dual USB-C Rechargeable, 300 Million Negative Ions Smoother, Lightweight On-the-Go, Gift for Women\", \"asin\": \"B0DL29THDP\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07XPDM4B1\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DDPKX5MZ\", \"price\": \"$89.95\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DSVZTGJH\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B00QNC39TI\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DBJ5VZ8Z\", \"price\": \"$199.97\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0CFPZL9S1\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D46MWQJ7\", \"price\": \"$59.90\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07BDD8521\", \"price\": \"$15.74\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07MP5BG7M\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DZH43SW8\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0DM635B28\", \"price\": \"$29.77\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B01GPBXSAQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0B5WMJCV5\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0B4VXGSXQ\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Setting\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Ther\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Bedsure Queen Comforter Set - Dusty Rose Bed Set, 3 Pieces Cute Floral Bedding, 1 Soft Reversible Botanical Flowers Comforter\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Hair Cutting Scissors Professional Home Haircutting Barber/Salon Thinning Shears Kit with Comb and Case for Men/Women (Silver\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Professional Hair Cutting Shears Set,6 Inch Barber Hair Cutting Scissors Kit,Hairdressing Thinning Shears for Hair Cutting,Sh\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"La Tourangelle, Avocado Oil, Handcrafted from Premium Avocados, Great for Cooking, as Butter Substitute, and for Skin and Hai\", \"asin\": \"\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"delivery\": \"One-Day FREE delivery Tomorrow, Mar 30 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"License Plate Screws with Rustproof Finish - License Plate Screw Kit for Front & Rear Plates - License Plate Bolts for Domestic Vehicles - Stainless Steel Screws for License Plates (4-Pack, Black)\", \"asin\": \"B01BB6YL60\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"4 Pack\"}, {\"Color\": \"Black Zinc Plated\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]},\n{\"title\": \"Food Scale, 11lb Kitchen Scale with 6 Units Tare Function & LCD Display, 0.05oz/1g Stainless Steel Digital Food Scale Grams and Ounces for Baking, Cooking, Dieting and Meal Prep (Batteries Included)\", \"asin\": \"B0CXM7CY6F\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Minoxidil-5% Extra Strength Hair Regrowth for Men, 6 Month Supply\", \"asin\": \"B003U4YC70\", \"options\": [{\"Size\": \"6 Count (Pack of 1)\"}]},\n{\"title\": \"Minoxidil Liquid Extra Strength Hair Regrowth Treatment for Men, 5% Topical Solution, 6 Months Supply - Dropper Applicator and Bonus Free Instructional Guide Included\", \"asin\": \"B0CP6LXPLK\", \"options\": []},\n{\"title\": \"Chesapeake Bay Candle Medium Jar Scented Candle, Serenity + Calm (Lavender Thyme), Home D\\u00e9cor, Orange, Gifting Idea, Burn Time of 50 Hours\", \"asin\": \"B07GH691SQ\", \"options\": [{\"Scent\": \"Serenity + Calm\"}, {\"Size\": \"Medium Jar\"}]},\n{\"title\": \"Minoxidil-5% Extra Strength Hair Regrowth for Men, 3 Count, 2 Ounce Bottles\", \"asin\": \"B000FQ73O0\", \"price\": \"$15.79\", \"options\": []},\n{\"title\": \"Rogaine Women's 2% Minoxidil Topical Solution for Womens Hair Thinning and Loss & Hair Regrowth, 3-Month Supply, 4 Piece Set, Unscented, 6 Fl Oz\", \"asin\": \"B00BMLOKHU\", \"options\": [{\"Style\": \"Topical Hair Regrowth Treatment\"}]},\n{\"asin\": \"B00BMLOKHU\", \"options\": []},\n{\"title\": \"Women's Rogaine 5% Minoxidil Foam, Topical Once-A-Day Hair Loss Treatment for Women to Regrow Fuller, Thicker Hair, Unscented, 4-Month Supply, 2 x 2.11 oz\", \"asin\": \"B00M6I5SNI\", \"options\": [{\"Style\": \"Rogaine 4 Month Supply\"}, {\"Configuration\": \"Foam\"}]},\n{\"title\": \"Nutrafol Women's Hair Growth Supplements, Ages 18-44, Clinically Proven for Visibly Thicker and Stronger Hair, Dermatologist Recommended - 1 Month Supply\", \"asin\": \"B00LU4CZP8\", \"options\": []},\n{\"title\": \"VITUER Paring knife, 4PCS Paring knives (4 Knives and 4 Knife cover), 4 Inch Peeling Knife, Fruit and Vegetable Knife, Ultra Sharp Kitchen Knives, German Steel, PP Plastic Handle\", \"asin\": \"B098XFGHV2\", \"options\": []},\n{\"title\": \"Gevi Espresso Machine 20 Bar High Pressure,Super Automatic Espresso Machines with Milk Frother Steam Wand,Cappuccino & Latte Maker with Volume Control for Home,Espresso Maker\\uff0cGift for Coffee Lover\", \"asin\": \"B0CRVMQN3N\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-03-29T23:55:50.002Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"eye drop\"}],\n\"cart_items\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 16 Ounce Refill\", \"asin\": \"B0DHHCQ6W8\", \"price\": \"$13.69\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 19 Fluid Ounce\", \"asin\": \"B08CQDF382\", \"price\": \"$17.80\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$3.19\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\\n0.01 Fl Oz (Pack of 50)\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\\n30 Count (Pack of 1)\", \"asin\": \"B074ZHK96H\", \"price\": \"$18.26\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)\", \"asin\": \"B018GXS7WK\", \"price\": \"$15.57\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 60 Count, Packaging May Vary\\n60 Count (Pack of 1)\", \"asin\": \"B00BQCK52E\", \"price\": \"$22.26\", \"quantity\": \"\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"quantity\": \"\"},\n{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\\n0.01 Fl Oz (Pack of 50)\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\\n30 Count (Pack of 1)\", \"asin\": \"B074ZHK96H\", \"price\": \"$18.26\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)\", \"asin\": \"B018GXS7WK\", \"price\": \"$15.57\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 60 Count, Packaging May Vary\\n60 Count (Pack of 1)\", \"asin\": \"B00BQCK52E\", \"price\": \"$22.26\", \"quantity\": \"\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\", \"asin\": \"B074ZHK96H\"},\n{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\"}],\n\"search_results\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\", \"asin\": \"B074ZHK96H\", \"price\": \"$18.26\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Refresh Optive Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 60 Count, Packaging May Vary\", \"asin\": \"B00BQCK52E\", \"price\": \"$22.26\", \"delivery\": \"FREE delivery Apr 17 - May 6 on $35 of items shipped by Amazon Or fastest delivery Apr 17 - May 4\"},\n{\"title\": \"Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)\", \"asin\": \"B018GXS7WK\", \"price\": \"$15.57\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Tears, Lubricant Eye Drops, 2 Bottles .5 fl oz (15 ml)\", \"asin\": \"B00008BRR8\", \"price\": \"$14.78\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Clear Eyes Triple Relief Eye Drops, Relieves Redness & Calms Irritation, 0.5 Fl Oz\", \"asin\": \"B074NCBXCT\", \"price\": \"$3.92\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Ultra Lubricant Eye Drops, Artificial Tears for Dry Eye, Twin Pack, 10-mL Each\", \"asin\": \"B0036B8QL0\", \"price\": \"$16.41\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)\", \"asin\": \"B07BVYZL88\", \"price\": \"$21.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh RELIEVA FOR CONTACTS Lubricant Eye Drops For Use with Contact Lenses, 0.27 fl oz (8 mL)\", \"asin\": \"B07XC95XP2\", \"price\": \"$11.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive Advanced Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 30 Count\", \"asin\": \"B00B5SEJEY\", \"price\": \"$16.23\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Visine Red Eye Hydrating Comfort Redness Relief and Lubricant Eye Drops to Help Moisturize and Relieve Red Eyes Due to Minor Eye Irritations Fast, Tetrahydrozoline HCl, 0.5 fl. oz\", \"asin\": \"B0897ZV5VV\", \"price\": \"$7.48\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Refresh RELIEVA PF Preservative-Free Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\", \"asin\": \"B08MN19TZV\", \"price\": \"$18.52\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Biotrue Hydration Boost Eye Drops, Preservative Free, Soft Contact Lens Friendly for Irritated and Dry Eyes from Bausch + Lomb, Naturally Inspired, 0.33 FL OZ (10 mL)\", \"asin\": \"B095XC79R4\", \"price\": \"$12.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Systane Ultra Lubricant Eye Drops,0.14 Fl Oz (Pack of 1)\", \"asin\": \"B0753PZSV4\", \"price\": \"$5.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Clear Eyes Redness Relief Lubricant Redness Relief Eye Drops, 0.5 oz\", \"asin\": \"B000R36JOG\", \"price\": \"$3.49\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"TheraTears Dry Eye Therapy Eye Drops for Dry Eyes, 1.0 Fl Oz\", \"asin\": \"B0013IRBGE\", \"price\": \"$11.97\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\", \"asin\": \"B074ZHK96H\", \"price\": \"$18.26\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)\", \"asin\": \"B07BVYZL88\", \"price\": \"$21.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Red Eye Comfort Redness Relief Eye Drops to Help Relieve Red Eyes Due to Minor Eye Irritations Fast, Tetrahydrozoline HCl, 0.5 fl. oz\", \"asin\": \"B089BHRK6P\", \"price\": \"$5.79\", \"delivery\": \" $8.99 delivery Today 4 PM - 6 PM on orders over $10\"},\n{\"title\": \"Refresh Classic Lubricant Eye Drops, Preservative-Free,0.01 Fl Oz Single-Use Containers, 50 Count, Pack of 1, Packaging May Vary\", \"asin\": \"B000R2VCIA\", \"price\": \"$18.29\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Allergy Eye Relief Multi-Action Antihistamine & Redness Reliever Eye Drops with Pheniramine Maleate & Naphazoline HCl, Allergy Eye Drop Treatment for Red, Itchy Eyes, 0.5 fl. oz\", \"asin\": \"B07SHL6CH6\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Nighttime Lubricant Eye Ointment 3.5g Tube\", \"asin\": \"B001G0ML14\", \"price\": \"$14.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Opcon-A Allergy Eye Drops by Bausch + Lomb, for Itch and Redness Relief, Red and Itchy Eyes Antihistamine Eye Drop, Clinically Proven Treatment, 0.5 Fl Oz (Pack of 2)\", \"asin\": \"B003DH541M\", \"price\": \"$10.12\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Plus Lubricant Eye Drops Preservative-Free Tears, 0.01 fl oz (0.4 mL), 70 Single-Use Containers\", \"asin\": \"B000092YOV\", \"price\": \"$21.88\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Rohto Max Strength Redness Reliever, Lubricant Eye Drops, Fast, Cooling Relief for Red, Dry, Itchy Eyes, Redness and Dryness Symptom Relief, Soothing Eye Drops, 0.4 fl oz Bottle\", \"asin\": \"B00K3IQ42W\", \"price\": \"$5.46\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Tears Lubricant eye drops 4x15 ml, 1x5 ml\", \"asin\": \"B075ZW75B4\", \"price\": \"$26.88\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"TheraTears Extra Dry Eye Therapy Lubricating Eye Drops for Dry Eyes, 0.5 fl oz Bottle, 2 Count(Pack of 1)\", \"asin\": \"B07VRQX2B5\", \"price\": \"$14.29\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"CETAPHIL Deep Hydration Refreshing Eye Serum, 0.5 fl oz, 48Hr Hydrating Under Eye Cream to Reduce the Appearance of Dark Circles, With Hyaluronic Acid, Vitamin E & B5 (Packaging May Vary)\", \"asin\": \"B0897V6H9C\", \"price\": \"$13.38\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"OCuSOFT Retaine MGD Ophthalmic Emulsion - Complete Dry Eye Relief - Soothes Red & Irritated Eyes - 30 Count Preservative-Free Single-Use Containers - 0.01 Fl Oz\", \"asin\": \"B00J56MMPQ\", \"price\": \"$22.72\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"iVIZIA Sterile Lubricant Eye Drops for Dry Eyes, Preservative-Free, Moisturizing, Dry Eye Relief, Contact Lens Friendly, 0.33 fl oz Bottle\", \"asin\": \"B09TD27BR5\", \"price\": \"$12.26\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Ultra Lubricant Eye Drops, 60 Count (Pack of 1), (Packaging may vary)\", \"asin\": \"B014PEZR1S\", \"price\": \"$21.22\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Biotrue Hydration Boost Eye Drops, Preservative Free, Soft Contact Lens Friendly for Irritated and Dry Eyes from Bausch + Lomb, Naturally Inspired, 0.33 FL OZ (10 mL)\", \"asin\": \"B095XC79R4\", \"price\": \"$12.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive Advanced Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 30 Count\", \"asin\": \"B00B5SEJEY\", \"price\": \"$16.23\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Systane COMPLETE PF Multi-Dose Preservative Free Dry Eye Drops 0.34 Fl Oz, 2 count (pack of 1) (Packaging may vary)\", \"asin\": \"B09NRYCNDC\", \"price\": \"$26.97\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"TheraTears Dry Eye Therapy Lubricating Eye Drops for Dry Eyes, Preservative Free eye drops, 30 Single-Use Vials\", \"asin\": \"B07PJP5D2S\", \"price\": \"$10.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Clear Eyes | Maximum Redness Relief Eye Drops | 0.5 FL OZ\", \"asin\": \"B0012UPCX2\", \"price\": \"$3.52\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Systane Complete Lubricant Eye Drops, 0.34 Fl Oz, Twin Pack (Pack of 2)\", \"asin\": \"B078MSPTSQ\", \"price\": \"$22.28\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon Only 1 left in stock - order soon.\"},\n{\"title\": \"Refresh Celluvisc Lubricant Eye Gel Drops, Single-Use Containers, 30 Count (Pack of 1)\", \"asin\": \"B000KPPQAY\", \"price\": \"$15.97\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Naphcon-A Eye Drops, 15-mL\", \"asin\": \"B000GG5UEO\", \"price\": \"$10.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive Advanced Eye Drops, 0.33 Fl Oz (Twin Pack)\", \"asin\": \"B00B6A6VFQ\", \"price\": \"$20.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh RELIEVA Preservative-Free Tears Lubricant Eye Drops, 0.33 fl oz (10 mL)\", \"asin\": \"B07WY754MK\", \"price\": \"$15.62\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh RELIEVA FOR CONTACTS Lubricant Eye Drops For Use with Contact Lenses, 0.27 fl oz (8 mL)\", \"asin\": \"B07XC95XP2\", \"price\": \"$11.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Hydration Multi-Dose Preservative-Free Eye Drops Dry Eye Relief Twin Pack (2x10ml)\", \"asin\": \"B0BRNTR8Q8\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Apr 10 - 14 Only 2 left in stock - order soon.\"},\n{\"title\": \"Rohto Cool Relief, Redness Reliever Lubricant Eye Drops, Relieves Redness, Prevents and Protects Further Irritation, Cools and Soothes Red, Dry, Itchy Eyes, Fast-Acting Formula, 0.4 fl oz (Pack of 3)\", \"asin\": \"B072V53H8Y\", \"price\": \"$13.20\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Allergy Eye Relief Multi-Action Antihistamine & Redness Reliever Eye Drops with Pheniramine Maleate & Naphazoline HCl, Eye Drop Treatment for Red, Itchy, Allergy Eyes, 0.5 fl. oz, 2 Pack\", \"asin\": \"B07QWYHK55\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Alaway Antihistamine Eye Drops, Allergy Relief from Itchy Eyes, Works in Minutes, Provides Relief for up to 12 Hours, Clinically Tested Prescription Strength Formula, 0.34 Fl Oz (Pack of 2)\", \"asin\": \"B012H5W7W4\", \"price\": \"$19.17\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Zaditor Antihistamine Eye Drops, 5-mL\", \"asin\": \"B00119SZOW\", \"price\": \"$13.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)\", \"asin\": \"B018GXS7WK\", \"price\": \"$15.57\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Rohto All-in-One Multi-Symptom Cooling Eye Drops, All-in-One Astringent, Lubricant & Redness Reliever Eye Drops for Irritated, Dry, Burning, Watery, Itchy, Red, Gritty Eyes, 0.4 fl oz Bottle\", \"asin\": \"B072V6NK7X\", \"price\": \"$16.38\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Red Eye Hydrating Comfort Redness Relief and Lubricant Eye Drops to Help Moisturize and Relieve Red Eyes Due to Minor Eye Irritations Fast, Tetrahydrozoline HCl, 0.5 fl. oz\", \"asin\": \"B0897ZV5VV\", \"price\": \"$7.48\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Refresh Liquigel Lubricant Eye Gel Drops, 0.5 Fl Oz Sterile\", \"asin\": \"B00005V9CG\", \"price\": \"$11.55\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive Lubricant Eye Drops, 0.5 Fl Oz Sterile\", \"asin\": \"B0014ZR2OM\", \"price\": \"$11.57\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Red Eye Hydrating Comfort Redness Relief Lubricating Eye Drops, 0.28 fl. oz\", \"asin\": \"B08BPTXLJW\", \"price\": \"$3.59\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Blink Eye Drops for Dry Eyes, Triple Care Lubricant Eye Drops, Instantly Soothing, Moisturizing & Extra Long-Lasting Hydrating Eye Care for Moderate to Severe Dry Eye Symptom Relief, 0.34 fl oz\", \"asin\": \"B0BNLRSCRR\", \"price\": \"$12.46\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Lubricant Eye Gel Drops, 10-mL (Packaging May Vary)\", \"asin\": \"B004IXZJ4W\", \"price\": \"$13.48\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"BLINK Contacts Lubricating Eye Drops for Soft & RGP Contact Lenses, Lubricant Eye Drops with Hyaluronate for Hydration, Moisturizing & Comforting Daily Eye Care, 0.34 fl oz\", \"asin\": \"B004L0PYXI\", \"price\": \"$6.54\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Blink Tears Lubricating Eye Drops, 1 fl oz (30 mL) Eye Care for Mild to Moderate Dry Eyes, Hyaluronate for Boosting Hydration, Moisturizing & Soothing Eye Drops for Dry Eyes\", \"asin\": \"B0015HJ968\", \"price\": \"$15.87\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Tears Lubricant Eye Drops Artificial Tears, 0.5 fl oz (15 mL), 1 Count\", \"asin\": \"B003CH9NIS\", \"price\": \"$10.87\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Systane Ultra Multi-Dose Preservative-Free Eye Drops Twin Pack (2x10ml)\", \"asin\": \"B0C2S4163L\", \"price\": \"$16.10\", \"delivery\": \"FREE delivery Apr 10 - 14 Or fastest delivery Apr 9 - 11\"},\n{\"title\": \"GenTeal Tears Lubricant Eye Drops, Moderate Liquid Drops, Twin Pack ,0.5 Fl Oz (Pack of 2) Package May Vary\", \"asin\": \"B01E694BOQ\", \"price\": \"$16.40\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"GenTeal Tears Lubricant Eye Drops, Moderate Liquid Drops, SingleUse Vials,1 pack of 36 ct , 0.03 Fl Oz\", \"asin\": \"B07DT7M78F\", \"price\": \"$15.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:29:18.785Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-04T20:29:18.785Z
|
click
|
quantity
|
rule
|
train
| 3,017
|
2025-04-04T20:29:18.785Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:54.467Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-29T23:53:44.458Z", "action": "input", "action_argument": "hair dryer pana"}
{"timestamp": "2025-03-29T23:53:51.881Z", "action": "input", "action_argument": "hair dryer panasonic ioic"}
{"timestamp": "2025-03-29T23:53:52.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:53:55.766Z", "action": "input", "action_argument": "hair dryer panasonic ionic"}
{"timestamp": "2025-03-29T23:53:55.843Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:54:48.058Z", "action": "click_product", "action_argument": "B0B33685G3"}
{"timestamp": "2025-03-29T23:55:10.398Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-29T23:55:50.002Z", "action": "purchase", "action_argument": "B0DR5B8SSV, B01BB6YL60"}
{"timestamp": "2025-04-01T21:27:35.654Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-01T21:27:52.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T21:28:03.345Z", "action": "purchase", "action_argument": "B0DHHCQ6W8"}
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "eye drop"}],
"cart_items": [{"title": "Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary", "asin": "B000052XFC", "price": "$16.30", "quantity": "1"},
{"title": "CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 16 Ounce Refill", "asin": "B0DHHCQ6W8", "price": "$13.69", "quantity": "1"},
{"title": "CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 19 Fluid Ounce", "asin": "B08CQDF382", "price": "$17.80", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$3.19"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\n0.01 Fl Oz (Pack of 50)", "asin": "B000052XFC", "price": "$16.30", "quantity": ""},
{"title": "Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\n30 Count (Pack of 1)", "asin": "B074ZHK96H", "price": "$18.26", "quantity": ""},
{"title": "Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)", "asin": "B018GXS7WK", "price": "$15.57", "quantity": ""},
{"title": "Refresh Optive Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 60 Count, Packaging May Vary\n60 Count (Pack of 1)", "asin": "B00BQCK52E", "price": "$22.26", "quantity": ""},
{"title": "LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)", "asin": "B07CDN39DP", "price": "$11.93", "quantity": ""},
{"title": "Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\n0.01 Fl Oz (Pack of 50)", "asin": "B000052XFC", "price": "$16.30", "quantity": ""},
{"title": "Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\n30 Count (Pack of 1)", "asin": "B074ZHK96H", "price": "$18.26", "quantity": ""},
{"title": "Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)", "asin": "B018GXS7WK", "price": "$15.57", "quantity": ""},
{"title": "Refresh Optive Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 60 Count, Packaging May Vary\n60 Count (Pack of 1)", "asin": "B00BQCK52E", "price": "$22.26", "quantity": ""},
{"title": "LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)", "asin": "B07CDN39DP", "price": "$11.93", "quantity": ""}],
"ads": [{"title": "Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers", "asin": "B074ZHK96H"},
{"title": "Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary", "asin": "B000052XFC"}],
"search_results": [{"title": "Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary", "asin": "B000052XFC", "price": "$16.30", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers", "asin": "B074ZHK96H", "price": "$18.26", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)", "asin": "B07CDN39DP", "price": "$11.93", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100"},
{"title": "Refresh Optive Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 60 Count, Packaging May Vary", "asin": "B00BQCK52E", "price": "$22.26", "delivery": "FREE delivery Apr 17 - May 6 on $35 of items shipped by Amazon Or fastest delivery Apr 17 - May 4"},
{"title": "Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)", "asin": "B018GXS7WK", "price": "$15.57", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Tears, Lubricant Eye Drops, 2 Bottles .5 fl oz (15 ml)", "asin": "B00008BRR8", "price": "$14.78", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Clear Eyes Triple Relief Eye Drops, Relieves Redness & Calms Irritation, 0.5 Fl Oz", "asin": "B074NCBXCT", "price": "$3.92", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Systane Ultra Lubricant Eye Drops, Artificial Tears for Dry Eye, Twin Pack, 10-mL Each", "asin": "B0036B8QL0", "price": "$16.41", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)", "asin": "B07BVYZL88", "price": "$21.74", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary", "asin": "B000052XFC", "price": "$16.30", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh RELIEVA FOR CONTACTS Lubricant Eye Drops For Use with Contact Lenses, 0.27 fl oz (8 mL)", "asin": "B07XC95XP2", "price": "$11.74", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Optive Advanced Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 30 Count", "asin": "B00B5SEJEY", "price": "$16.23", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100"},
{"title": "Visine Red Eye Hydrating Comfort Redness Relief and Lubricant Eye Drops to Help Moisturize and Relieve Red Eyes Due to Minor Eye Irritations Fast, Tetrahydrozoline HCl, 0.5 fl. oz", "asin": "B0897ZV5VV", "price": "$7.48", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100"},
{"title": "Refresh RELIEVA PF Preservative-Free Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers", "asin": "B08MN19TZV", "price": "$18.52", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Biotrue Hydration Boost Eye Drops, Preservative Free, Soft Contact Lens Friendly for Irritated and Dry Eyes from Bausch + Lomb, Naturally Inspired, 0.33 FL OZ (10 mL)", "asin": "B095XC79R4", "price": "$12.48", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)", "asin": "B07CDN39DP", "price": "$11.93", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100"},
{"title": "Systane Ultra Lubricant Eye Drops,0.14 Fl Oz (Pack of 1)", "asin": "B0753PZSV4", "price": "$5.48", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Clear Eyes Redness Relief Lubricant Redness Relief Eye Drops, 0.5 oz", "asin": "B000R36JOG", "price": "$3.49", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100"},
{"title": "TheraTears Dry Eye Therapy Eye Drops for Dry Eyes, 1.0 Fl Oz", "asin": "B0013IRBGE", "price": "$11.97", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers", "asin": "B074ZHK96H", "price": "$18.26", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)", "asin": "B07BVYZL88", "price": "$21.74", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Visine Red Eye Comfort Redness Relief Eye Drops to Help Relieve Red Eyes Due to Minor Eye Irritations Fast, Tetrahydrozoline HCl, 0.5 fl. oz", "asin": "B089BHRK6P", "price": "$5.79", "delivery": " $8.99 delivery Today 4 PM - 6 PM on orders over $10"},
{"title": "Refresh Classic Lubricant Eye Drops, Preservative-Free,0.01 Fl Oz Single-Use Containers, 50 Count, Pack of 1, Packaging May Vary", "asin": "B000R2VCIA", "price": "$18.29", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Visine Allergy Eye Relief Multi-Action Antihistamine & Redness Reliever Eye Drops with Pheniramine Maleate & Naphazoline HCl, Allergy Eye Drop Treatment for Red, Itchy Eyes, 0.5 fl. oz", "asin": "B07SHL6CH6", "price": "$7.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Systane Nighttime Lubricant Eye Ointment 3.5g Tube", "asin": "B001G0ML14", "price": "$14.48", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Opcon-A Allergy Eye Drops by Bausch + Lomb, for Itch and Redness Relief, Red and Itchy Eyes Antihistamine Eye Drop, Clinically Proven Treatment, 0.5 Fl Oz (Pack of 2)", "asin": "B003DH541M", "price": "$10.12", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Plus Lubricant Eye Drops Preservative-Free Tears, 0.01 fl oz (0.4 mL), 70 Single-Use Containers", "asin": "B000092YOV", "price": "$21.88", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Rohto Max Strength Redness Reliever, Lubricant Eye Drops, Fast, Cooling Relief for Red, Dry, Itchy Eyes, Redness and Dryness Symptom Relief, Soothing Eye Drops, 0.4 fl oz Bottle", "asin": "B00K3IQ42W", "price": "$5.46", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Tears Lubricant eye drops 4x15 ml, 1x5 ml", "asin": "B075ZW75B4", "price": "$26.88", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "TheraTears Extra Dry Eye Therapy Lubricating Eye Drops for Dry Eyes, 0.5 fl oz Bottle, 2 Count(Pack of 1)", "asin": "B07VRQX2B5", "price": "$14.29", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "CETAPHIL Deep Hydration Refreshing Eye Serum, 0.5 fl oz, 48Hr Hydrating Under Eye Cream to Reduce the Appearance of Dark Circles, With Hyaluronic Acid, Vitamin E & B5 (Packaging May Vary)", "asin": "B0897V6H9C", "price": "$13.38", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "OCuSOFT Retaine MGD Ophthalmic Emulsion - Complete Dry Eye Relief - Soothes Red & Irritated Eyes - 30 Count Preservative-Free Single-Use Containers - 0.01 Fl Oz", "asin": "B00J56MMPQ", "price": "$22.72", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "iVIZIA Sterile Lubricant Eye Drops for Dry Eyes, Preservative-Free, Moisturizing, Dry Eye Relief, Contact Lens Friendly, 0.33 fl oz Bottle", "asin": "B09TD27BR5", "price": "$12.26", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Systane Ultra Lubricant Eye Drops, 60 Count (Pack of 1), (Packaging may vary)", "asin": "B014PEZR1S", "price": "$21.22", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Biotrue Hydration Boost Eye Drops, Preservative Free, Soft Contact Lens Friendly for Irritated and Dry Eyes from Bausch + Lomb, Naturally Inspired, 0.33 FL OZ (10 mL)", "asin": "B095XC79R4", "price": "$12.48", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Optive Advanced Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 30 Count", "asin": "B00B5SEJEY", "price": "$16.23", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100"},
{"title": "Systane COMPLETE PF Multi-Dose Preservative Free Dry Eye Drops 0.34 Fl Oz, 2 count (pack of 1) (Packaging may vary)", "asin": "B09NRYCNDC", "price": "$26.97", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "TheraTears Dry Eye Therapy Lubricating Eye Drops for Dry Eyes, Preservative Free eye drops, 30 Single-Use Vials", "asin": "B07PJP5D2S", "price": "$10.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Clear Eyes | Maximum Redness Relief Eye Drops | 0.5 FL OZ", "asin": "B0012UPCX2", "price": "$3.52", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100"},
{"title": "Systane Complete Lubricant Eye Drops, 0.34 Fl Oz, Twin Pack (Pack of 2)", "asin": "B078MSPTSQ", "price": "$22.28", "delivery": "Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon Only 1 left in stock - order soon."},
{"title": "Refresh Celluvisc Lubricant Eye Gel Drops, Single-Use Containers, 30 Count (Pack of 1)", "asin": "B000KPPQAY", "price": "$15.97", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Naphcon-A Eye Drops, 15-mL", "asin": "B000GG5UEO", "price": "$10.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Optive Advanced Eye Drops, 0.33 Fl Oz (Twin Pack)", "asin": "B00B6A6VFQ", "price": "$20.48", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh RELIEVA Preservative-Free Tears Lubricant Eye Drops, 0.33 fl oz (10 mL)", "asin": "B07WY754MK", "price": "$15.62", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh RELIEVA FOR CONTACTS Lubricant Eye Drops For Use with Contact Lenses, 0.27 fl oz (8 mL)", "asin": "B07XC95XP2", "price": "$11.74", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Systane Hydration Multi-Dose Preservative-Free Eye Drops Dry Eye Relief Twin Pack (2x10ml)", "asin": "B0BRNTR8Q8", "price": "$17.99", "delivery": "FREE delivery Apr 10 - 14 Only 2 left in stock - order soon."},
{"title": "Rohto Cool Relief, Redness Reliever Lubricant Eye Drops, Relieves Redness, Prevents and Protects Further Irritation, Cools and Soothes Red, Dry, Itchy Eyes, Fast-Acting Formula, 0.4 fl oz (Pack of 3)", "asin": "B072V53H8Y", "price": "$13.20", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Visine Allergy Eye Relief Multi-Action Antihistamine & Redness Reliever Eye Drops with Pheniramine Maleate & Naphazoline HCl, Eye Drop Treatment for Red, Itchy, Allergy Eyes, 0.5 fl. oz, 2 Pack", "asin": "B07QWYHK55", "price": "$13.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Alaway Antihistamine Eye Drops, Allergy Relief from Itchy Eyes, Works in Minutes, Provides Relief for up to 12 Hours, Clinically Tested Prescription Strength Formula, 0.34 Fl Oz (Pack of 2)", "asin": "B012H5W7W4", "price": "$19.17", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Zaditor Antihistamine Eye Drops, 5-mL", "asin": "B00119SZOW", "price": "$13.48", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)", "asin": "B018GXS7WK", "price": "$15.57", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Rohto All-in-One Multi-Symptom Cooling Eye Drops, All-in-One Astringent, Lubricant & Redness Reliever Eye Drops for Irritated, Dry, Burning, Watery, Itchy, Red, Gritty Eyes, 0.4 fl oz Bottle", "asin": "B072V6NK7X", "price": "$16.38", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Visine Red Eye Hydrating Comfort Redness Relief and Lubricant Eye Drops to Help Moisturize and Relieve Red Eyes Due to Minor Eye Irritations Fast, Tetrahydrozoline HCl, 0.5 fl. oz", "asin": "B0897ZV5VV", "price": "$7.48", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100"},
{"title": "Refresh Liquigel Lubricant Eye Gel Drops, 0.5 Fl Oz Sterile", "asin": "B00005V9CG", "price": "$11.55", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Optive Lubricant Eye Drops, 0.5 Fl Oz Sterile", "asin": "B0014ZR2OM", "price": "$11.57", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Visine Red Eye Hydrating Comfort Redness Relief Lubricating Eye Drops, 0.28 fl. oz", "asin": "B08BPTXLJW", "price": "$3.59", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Blink Eye Drops for Dry Eyes, Triple Care Lubricant Eye Drops, Instantly Soothing, Moisturizing & Extra Long-Lasting Hydrating Eye Care for Moderate to Severe Dry Eye Symptom Relief, 0.34 fl oz", "asin": "B0BNLRSCRR", "price": "$12.46", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Systane Lubricant Eye Gel Drops, 10-mL (Packaging May Vary)", "asin": "B004IXZJ4W", "price": "$13.48", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100"},
{"title": "BLINK Contacts Lubricating Eye Drops for Soft & RGP Contact Lenses, Lubricant Eye Drops with Hyaluronate for Hydration, Moisturizing & Comforting Daily Eye Care, 0.34 fl oz", "asin": "B004L0PYXI", "price": "$6.54", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Blink Tears Lubricating Eye Drops, 1 fl oz (30 mL) Eye Care for Mild to Moderate Dry Eyes, Hyaluronate for Boosting Hydration, Moisturizing & Soothing Eye Drops for Dry Eyes", "asin": "B0015HJ968", "price": "$15.87", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Tears Lubricant Eye Drops Artificial Tears, 0.5 fl oz (15 mL), 1 Count", "asin": "B003CH9NIS", "price": "$10.87", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100"},
{"title": "Systane Ultra Multi-Dose Preservative-Free Eye Drops Twin Pack (2x10ml)", "asin": "B0C2S4163L", "price": "$16.10", "delivery": "FREE delivery Apr 10 - 14 Or fastest delivery Apr 9 - 11"},
{"title": "GenTeal Tears Lubricant Eye Drops, Moderate Liquid Drops, Twin Pack ,0.5 Fl Oz (Pack of 2) Package May Vary", "asin": "B01E694BOQ", "price": "$16.40", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "GenTeal Tears Lubricant Eye Drops, Moderate Liquid Drops, SingleUse Vials,1 pack of 36 ct , 0.03 Fl Oz", "asin": "B07DT7M78F", "price": "$15.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-04T20:29:18.785Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-04T20:29:18.785Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-04T20:29:18.785Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 3017,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"eye drop\"}],\n\"cart_items\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 16 Ounce Refill\", \"asin\": \"B0DHHCQ6W8\", \"price\": \"$13.69\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 19 Fluid Ounce\", \"asin\": \"B08CQDF382\", \"price\": \"$17.80\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$3.19\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\\n0.01 Fl Oz (Pack of 50)\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\\n30 Count (Pack of 1)\", \"asin\": \"B074ZHK96H\", \"price\": \"$18.26\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)\", \"asin\": \"B018GXS7WK\", \"price\": \"$15.57\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 60 Count, Packaging May Vary\\n60 Count (Pack of 1)\", \"asin\": \"B00BQCK52E\", \"price\": \"$22.26\", \"quantity\": \"\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"quantity\": \"\"},\n{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\\n0.01 Fl Oz (Pack of 50)\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\\n30 Count (Pack of 1)\", \"asin\": \"B074ZHK96H\", \"price\": \"$18.26\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)\", \"asin\": \"B018GXS7WK\", \"price\": \"$15.57\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 60 Count, Packaging May Vary\\n60 Count (Pack of 1)\", \"asin\": \"B00BQCK52E\", \"price\": \"$22.26\", \"quantity\": \"\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\", \"asin\": \"B074ZHK96H\"},\n{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\"}],\n\"search_results\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\", \"asin\": \"B074ZHK96H\", \"price\": \"$18.26\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Refresh Optive Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 60 Count, Packaging May Vary\", \"asin\": \"B00BQCK52E\", \"price\": \"$22.26\", \"delivery\": \"FREE delivery Apr 17 - May 6 on $35 of items shipped by Amazon Or fastest delivery Apr 17 - May 4\"},\n{\"title\": \"Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)\", \"asin\": \"B018GXS7WK\", \"price\": \"$15.57\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Tears, Lubricant Eye Drops, 2 Bottles .5 fl oz (15 ml)\", \"asin\": \"B00008BRR8\", \"price\": \"$14.78\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Clear Eyes Triple Relief Eye Drops, Relieves Redness & Calms Irritation, 0.5 Fl Oz\", \"asin\": \"B074NCBXCT\", \"price\": \"$3.92\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Ultra Lubricant Eye Drops, Artificial Tears for Dry Eye, Twin Pack, 10-mL Each\", \"asin\": \"B0036B8QL0\", \"price\": \"$16.41\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)\", \"asin\": \"B07BVYZL88\", \"price\": \"$21.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh RELIEVA FOR CONTACTS Lubricant Eye Drops For Use with Contact Lenses, 0.27 fl oz (8 mL)\", \"asin\": \"B07XC95XP2\", \"price\": \"$11.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive Advanced Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 30 Count\", \"asin\": \"B00B5SEJEY\", \"price\": \"$16.23\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Visine Red Eye Hydrating Comfort Redness Relief and Lubricant Eye Drops to Help Moisturize and Relieve Red Eyes Due to Minor Eye Irritations Fast, Tetrahydrozoline HCl, 0.5 fl. oz\", \"asin\": \"B0897ZV5VV\", \"price\": \"$7.48\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Refresh RELIEVA PF Preservative-Free Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\", \"asin\": \"B08MN19TZV\", \"price\": \"$18.52\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Biotrue Hydration Boost Eye Drops, Preservative Free, Soft Contact Lens Friendly for Irritated and Dry Eyes from Bausch + Lomb, Naturally Inspired, 0.33 FL OZ (10 mL)\", \"asin\": \"B095XC79R4\", \"price\": \"$12.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Systane Ultra Lubricant Eye Drops,0.14 Fl Oz (Pack of 1)\", \"asin\": \"B0753PZSV4\", \"price\": \"$5.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Clear Eyes Redness Relief Lubricant Redness Relief Eye Drops, 0.5 oz\", \"asin\": \"B000R36JOG\", \"price\": \"$3.49\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"TheraTears Dry Eye Therapy Eye Drops for Dry Eyes, 1.0 Fl Oz\", \"asin\": \"B0013IRBGE\", \"price\": \"$11.97\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\", \"asin\": \"B074ZHK96H\", \"price\": \"$18.26\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)\", \"asin\": \"B07BVYZL88\", \"price\": \"$21.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Red Eye Comfort Redness Relief Eye Drops to Help Relieve Red Eyes Due to Minor Eye Irritations Fast, Tetrahydrozoline HCl, 0.5 fl. oz\", \"asin\": \"B089BHRK6P\", \"price\": \"$5.79\", \"delivery\": \" $8.99 delivery Today 4 PM - 6 PM on orders over $10\"},\n{\"title\": \"Refresh Classic Lubricant Eye Drops, Preservative-Free,0.01 Fl Oz Single-Use Containers, 50 Count, Pack of 1, Packaging May Vary\", \"asin\": \"B000R2VCIA\", \"price\": \"$18.29\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Allergy Eye Relief Multi-Action Antihistamine & Redness Reliever Eye Drops with Pheniramine Maleate & Naphazoline HCl, Allergy Eye Drop Treatment for Red, Itchy Eyes, 0.5 fl. oz\", \"asin\": \"B07SHL6CH6\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Nighttime Lubricant Eye Ointment 3.5g Tube\", \"asin\": \"B001G0ML14\", \"price\": \"$14.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Opcon-A Allergy Eye Drops by Bausch + Lomb, for Itch and Redness Relief, Red and Itchy Eyes Antihistamine Eye Drop, Clinically Proven Treatment, 0.5 Fl Oz (Pack of 2)\", \"asin\": \"B003DH541M\", \"price\": \"$10.12\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Plus Lubricant Eye Drops Preservative-Free Tears, 0.01 fl oz (0.4 mL), 70 Single-Use Containers\", \"asin\": \"B000092YOV\", \"price\": \"$21.88\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Rohto Max Strength Redness Reliever, Lubricant Eye Drops, Fast, Cooling Relief for Red, Dry, Itchy Eyes, Redness and Dryness Symptom Relief, Soothing Eye Drops, 0.4 fl oz Bottle\", \"asin\": \"B00K3IQ42W\", \"price\": \"$5.46\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Tears Lubricant eye drops 4x15 ml, 1x5 ml\", \"asin\": \"B075ZW75B4\", \"price\": \"$26.88\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"TheraTears Extra Dry Eye Therapy Lubricating Eye Drops for Dry Eyes, 0.5 fl oz Bottle, 2 Count(Pack of 1)\", \"asin\": \"B07VRQX2B5\", \"price\": \"$14.29\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"CETAPHIL Deep Hydration Refreshing Eye Serum, 0.5 fl oz, 48Hr Hydrating Under Eye Cream to Reduce the Appearance of Dark Circles, With Hyaluronic Acid, Vitamin E & B5 (Packaging May Vary)\", \"asin\": \"B0897V6H9C\", \"price\": \"$13.38\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"OCuSOFT Retaine MGD Ophthalmic Emulsion - Complete Dry Eye Relief - Soothes Red & Irritated Eyes - 30 Count Preservative-Free Single-Use Containers - 0.01 Fl Oz\", \"asin\": \"B00J56MMPQ\", \"price\": \"$22.72\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"iVIZIA Sterile Lubricant Eye Drops for Dry Eyes, Preservative-Free, Moisturizing, Dry Eye Relief, Contact Lens Friendly, 0.33 fl oz Bottle\", \"asin\": \"B09TD27BR5\", \"price\": \"$12.26\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Ultra Lubricant Eye Drops, 60 Count (Pack of 1), (Packaging may vary)\", \"asin\": \"B014PEZR1S\", \"price\": \"$21.22\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Biotrue Hydration Boost Eye Drops, Preservative Free, Soft Contact Lens Friendly for Irritated and Dry Eyes from Bausch + Lomb, Naturally Inspired, 0.33 FL OZ (10 mL)\", \"asin\": \"B095XC79R4\", \"price\": \"$12.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive Advanced Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 30 Count\", \"asin\": \"B00B5SEJEY\", \"price\": \"$16.23\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Systane COMPLETE PF Multi-Dose Preservative Free Dry Eye Drops 0.34 Fl Oz, 2 count (pack of 1) (Packaging may vary)\", \"asin\": \"B09NRYCNDC\", \"price\": \"$26.97\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"TheraTears Dry Eye Therapy Lubricating Eye Drops for Dry Eyes, Preservative Free eye drops, 30 Single-Use Vials\", \"asin\": \"B07PJP5D2S\", \"price\": \"$10.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Clear Eyes | Maximum Redness Relief Eye Drops | 0.5 FL OZ\", \"asin\": \"B0012UPCX2\", \"price\": \"$3.52\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Systane Complete Lubricant Eye Drops, 0.34 Fl Oz, Twin Pack (Pack of 2)\", \"asin\": \"B078MSPTSQ\", \"price\": \"$22.28\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon Only 1 left in stock - order soon.\"},\n{\"title\": \"Refresh Celluvisc Lubricant Eye Gel Drops, Single-Use Containers, 30 Count (Pack of 1)\", \"asin\": \"B000KPPQAY\", \"price\": \"$15.97\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Naphcon-A Eye Drops, 15-mL\", \"asin\": \"B000GG5UEO\", \"price\": \"$10.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive Advanced Eye Drops, 0.33 Fl Oz (Twin Pack)\", \"asin\": \"B00B6A6VFQ\", \"price\": \"$20.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh RELIEVA Preservative-Free Tears Lubricant Eye Drops, 0.33 fl oz (10 mL)\", \"asin\": \"B07WY754MK\", \"price\": \"$15.62\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh RELIEVA FOR CONTACTS Lubricant Eye Drops For Use with Contact Lenses, 0.27 fl oz (8 mL)\", \"asin\": \"B07XC95XP2\", \"price\": \"$11.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Hydration Multi-Dose Preservative-Free Eye Drops Dry Eye Relief Twin Pack (2x10ml)\", \"asin\": \"B0BRNTR8Q8\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Apr 10 - 14 Only 2 left in stock - order soon.\"},\n{\"title\": \"Rohto Cool Relief, Redness Reliever Lubricant Eye Drops, Relieves Redness, Prevents and Protects Further Irritation, Cools and Soothes Red, Dry, Itchy Eyes, Fast-Acting Formula, 0.4 fl oz (Pack of 3)\", \"asin\": \"B072V53H8Y\", \"price\": \"$13.20\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Allergy Eye Relief Multi-Action Antihistamine & Redness Reliever Eye Drops with Pheniramine Maleate & Naphazoline HCl, Eye Drop Treatment for Red, Itchy, Allergy Eyes, 0.5 fl. oz, 2 Pack\", \"asin\": \"B07QWYHK55\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Alaway Antihistamine Eye Drops, Allergy Relief from Itchy Eyes, Works in Minutes, Provides Relief for up to 12 Hours, Clinically Tested Prescription Strength Formula, 0.34 Fl Oz (Pack of 2)\", \"asin\": \"B012H5W7W4\", \"price\": \"$19.17\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Zaditor Antihistamine Eye Drops, 5-mL\", \"asin\": \"B00119SZOW\", \"price\": \"$13.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)\", \"asin\": \"B018GXS7WK\", \"price\": \"$15.57\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Rohto All-in-One Multi-Symptom Cooling Eye Drops, All-in-One Astringent, Lubricant & Redness Reliever Eye Drops for Irritated, Dry, Burning, Watery, Itchy, Red, Gritty Eyes, 0.4 fl oz Bottle\", \"asin\": \"B072V6NK7X\", \"price\": \"$16.38\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Red Eye Hydrating Comfort Redness Relief and Lubricant Eye Drops to Help Moisturize and Relieve Red Eyes Due to Minor Eye Irritations Fast, Tetrahydrozoline HCl, 0.5 fl. oz\", \"asin\": \"B0897ZV5VV\", \"price\": \"$7.48\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Refresh Liquigel Lubricant Eye Gel Drops, 0.5 Fl Oz Sterile\", \"asin\": \"B00005V9CG\", \"price\": \"$11.55\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive Lubricant Eye Drops, 0.5 Fl Oz Sterile\", \"asin\": \"B0014ZR2OM\", \"price\": \"$11.57\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Red Eye Hydrating Comfort Redness Relief Lubricating Eye Drops, 0.28 fl. oz\", \"asin\": \"B08BPTXLJW\", \"price\": \"$3.59\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Blink Eye Drops for Dry Eyes, Triple Care Lubricant Eye Drops, Instantly Soothing, Moisturizing & Extra Long-Lasting Hydrating Eye Care for Moderate to Severe Dry Eye Symptom Relief, 0.34 fl oz\", \"asin\": \"B0BNLRSCRR\", \"price\": \"$12.46\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Lubricant Eye Gel Drops, 10-mL (Packaging May Vary)\", \"asin\": \"B004IXZJ4W\", \"price\": \"$13.48\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"BLINK Contacts Lubricating Eye Drops for Soft & RGP Contact Lenses, Lubricant Eye Drops with Hyaluronate for Hydration, Moisturizing & Comforting Daily Eye Care, 0.34 fl oz\", \"asin\": \"B004L0PYXI\", \"price\": \"$6.54\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Blink Tears Lubricating Eye Drops, 1 fl oz (30 mL) Eye Care for Mild to Moderate Dry Eyes, Hyaluronate for Boosting Hydration, Moisturizing & Soothing Eye Drops for Dry Eyes\", \"asin\": \"B0015HJ968\", \"price\": \"$15.87\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Tears Lubricant Eye Drops Artificial Tears, 0.5 fl oz (15 mL), 1 Count\", \"asin\": \"B003CH9NIS\", \"price\": \"$10.87\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Systane Ultra Multi-Dose Preservative-Free Eye Drops Twin Pack (2x10ml)\", \"asin\": \"B0C2S4163L\", \"price\": \"$16.10\", \"delivery\": \"FREE delivery Apr 10 - 14 Or fastest delivery Apr 9 - 11\"},\n{\"title\": \"GenTeal Tears Lubricant Eye Drops, Moderate Liquid Drops, Twin Pack ,0.5 Fl Oz (Pack of 2) Package May Vary\", \"asin\": \"B01E694BOQ\", \"price\": \"$16.40\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"GenTeal Tears Lubricant Eye Drops, Moderate Liquid Drops, SingleUse Vials,1 pack of 36 ct , 0.03 Fl Oz\", \"asin\": \"B07DT7M78F\", \"price\": \"$15.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:29:18.785Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"eye drop\"}],\n\"cart_items\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 16 Ounce Refill\", \"asin\": \"B0DHHCQ6W8\", \"price\": \"$13.69\", \"quantity\": \"1\"},\n{\"asin\": \"B08CQDF382\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$3.19\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\\n0.01 Fl Oz (Pack of 50)\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\\n30 Count (Pack of 1)\", \"asin\": \"B074ZHK96H\", \"price\": \"$18.26\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)\", \"asin\": \"B018GXS7WK\", \"price\": \"$15.57\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 60 Count, Packaging May Vary\\n60 Count (Pack of 1)\", \"asin\": \"B00BQCK52E\", \"price\": \"$22.26\", \"quantity\": \"\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"quantity\": \"\"},\n{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\\n0.01 Fl Oz (Pack of 50)\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\\n30 Count (Pack of 1)\", \"asin\": \"B074ZHK96H\", \"price\": \"$18.26\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)\", \"asin\": \"B018GXS7WK\", \"price\": \"$15.57\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 60 Count, Packaging May Vary\\n60 Count (Pack of 1)\", \"asin\": \"B00BQCK52E\", \"price\": \"$22.26\", \"quantity\": \"\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\", \"asin\": \"B074ZHK96H\"},\n{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\"}],\n\"search_results\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\", \"asin\": \"B074ZHK96H\", \"price\": \"$18.26\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Refresh Optive Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 60 Count, Packaging May Vary\", \"asin\": \"B00BQCK52E\", \"price\": \"$22.26\", \"delivery\": \"FREE delivery Apr 17 - May 6 on $35 of items shipped by Amazon Or fastest delivery Apr 17 - May 4\"},\n{\"title\": \"Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)\", \"asin\": \"B018GXS7WK\", \"price\": \"$15.57\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Tears, Lubricant Eye Drops, 2 Bottles .5 fl oz (15 ml)\", \"asin\": \"B00008BRR8\", \"price\": \"$14.78\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Clear Eyes Triple Relief Eye Drops, Relieves Redness & Calms Irritation, 0.5 Fl Oz\", \"asin\": \"B074NCBXCT\", \"price\": \"$3.92\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Ultra Lubricant Eye Drops, Artificial Tears for Dry Eye, Twin Pack, 10-mL Each\", \"asin\": \"B0036B8QL0\", \"price\": \"$16.41\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)\", \"asin\": \"B07BVYZL88\", \"price\": \"$21.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh RELIEVA FOR CONTACTS Lubricant Eye Drops For Use with Contact Lenses, 0.27 fl oz (8 mL)\", \"asin\": \"B07XC95XP2\", \"price\": \"$11.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive Advanced Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 30 Count\", \"asin\": \"B00B5SEJEY\", \"price\": \"$16.23\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Visine Red Eye Hydrating Comfort Redness Relief and Lubricant Eye Drops to Help Moisturize and Relieve Red Eyes Due to Minor Eye Irritations Fast, Tetrahydrozoline HCl, 0.5 fl. oz\", \"asin\": \"B0897ZV5VV\", \"price\": \"$7.48\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Refresh RELIEVA PF Preservative-Free Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\", \"asin\": \"B08MN19TZV\", \"price\": \"$18.52\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Biotrue Hydration Boost Eye Drops, Preservative Free, Soft Contact Lens Friendly for Irritated and Dry Eyes from Bausch + Lomb, Naturally Inspired, 0.33 FL OZ (10 mL)\", \"asin\": \"B095XC79R4\", \"price\": \"$12.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Systane Ultra Lubricant Eye Drops,0.14 Fl Oz (Pack of 1)\", \"asin\": \"B0753PZSV4\", \"price\": \"$5.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Clear Eyes Redness Relief Lubricant Redness Relief Eye Drops, 0.5 oz\", \"asin\": \"B000R36JOG\", \"price\": \"$3.49\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"TheraTears Dry Eye Therapy Eye Drops for Dry Eyes, 1.0 Fl Oz\", \"asin\": \"B0013IRBGE\", \"price\": \"$11.97\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\", \"asin\": \"B074ZHK96H\", \"price\": \"$18.26\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)\", \"asin\": \"B07BVYZL88\", \"price\": \"$21.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Red Eye Comfort Redness Relief Eye Drops to Help Relieve Red Eyes Due to Minor Eye Irritations Fast, Tetrahydrozoline HCl, 0.5 fl. oz\", \"asin\": \"B089BHRK6P\", \"price\": \"$5.79\", \"delivery\": \" $8.99 delivery Today 4 PM - 6 PM on orders over $10\"},\n{\"title\": \"Refresh Classic Lubricant Eye Drops, Preservative-Free,0.01 Fl Oz Single-Use Containers, 50 Count, Pack of 1, Packaging May Vary\", \"asin\": \"B000R2VCIA\", \"price\": \"$18.29\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Allergy Eye Relief Multi-Action Antihistamine & Redness Reliever Eye Drops with Pheniramine Maleate & Naphazoline HCl, Allergy Eye Drop Treatment for Red, Itchy Eyes, 0.5 fl. oz\", \"asin\": \"B07SHL6CH6\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Nighttime Lubricant Eye Ointment 3.5g Tube\", \"asin\": \"B001G0ML14\", \"price\": \"$14.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Opcon-A Allergy Eye Drops by Bausch + Lomb, for Itch and Redness Relief, Red and Itchy Eyes Antihistamine Eye Drop, Clinically Proven Treatment, 0.5 Fl Oz (Pack of 2)\", \"asin\": \"B003DH541M\", \"price\": \"$10.12\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Plus Lubricant Eye Drops Preservative-Free Tears, 0.01 fl oz (0.4 mL), 70 Single-Use Containers\", \"asin\": \"B000092YOV\", \"price\": \"$21.88\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Rohto Max Strength Redness Reliever, Lubricant Eye Drops, Fast, Cooling Relief for Red, Dry, Itchy Eyes, Redness and Dryness Symptom Relief, Soothing Eye Drops, 0.4 fl oz Bottle\", \"asin\": \"B00K3IQ42W\", \"price\": \"$5.46\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Tears Lubricant eye drops 4x15 ml, 1x5 ml\", \"asin\": \"B075ZW75B4\", \"price\": \"$26.88\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"TheraTears Extra Dry Eye Therapy Lubricating Eye Drops for Dry Eyes, 0.5 fl oz Bottle, 2 Count(Pack of 1)\", \"asin\": \"B07VRQX2B5\", \"price\": \"$14.29\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"CETAPHIL Deep Hydration Refreshing Eye Serum, 0.5 fl oz, 48Hr Hydrating Under Eye Cream to Reduce the Appearance of Dark Circles, With Hyaluronic Acid, Vitamin E & B5 (Packaging May Vary)\", \"asin\": \"B0897V6H9C\", \"price\": \"$13.38\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"OCuSOFT Retaine MGD Ophthalmic Emulsion - Complete Dry Eye Relief - Soothes Red & Irritated Eyes - 30 Count Preservative-Free Single-Use Containers - 0.01 Fl Oz\", \"asin\": \"B00J56MMPQ\", \"price\": \"$22.72\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"iVIZIA Sterile Lubricant Eye Drops for Dry Eyes, Preservative-Free, Moisturizing, Dry Eye Relief, Contact Lens Friendly, 0.33 fl oz Bottle\", \"asin\": \"B09TD27BR5\", \"price\": \"$12.26\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Ultra Lubricant Eye Drops, 60 Count (Pack of 1), (Packaging may vary)\", \"asin\": \"B014PEZR1S\", \"price\": \"$21.22\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Biotrue Hydration Boost Eye Drops, Preservative Free, Soft Contact Lens Friendly for Irritated and Dry Eyes from Bausch + Lomb, Naturally Inspired, 0.33 FL OZ (10 mL)\", \"asin\": \"B095XC79R4\", \"price\": \"$12.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive Advanced Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 30 Count\", \"asin\": \"B00B5SEJEY\", \"price\": \"$16.23\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Systane COMPLETE PF Multi-Dose Preservative Free Dry Eye Drops 0.34 Fl Oz, 2 count (pack of 1) (Packaging may vary)\", \"asin\": \"B09NRYCNDC\", \"price\": \"$26.97\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"TheraTears Dry Eye Therapy Lubricating Eye Drops for Dry Eyes, Preservative Free eye drops, 30 Single-Use Vials\", \"asin\": \"B07PJP5D2S\", \"price\": \"$10.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Clear Eyes | Maximum Redness Relief Eye Drops | 0.5 FL OZ\", \"asin\": \"B0012UPCX2\", \"price\": \"$3.52\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Systane Complete Lubricant Eye Drops, 0.34 Fl Oz, Twin Pack (Pack of 2)\", \"asin\": \"B078MSPTSQ\", \"price\": \"$22.28\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon Only 1 left in stock - order soon.\"},\n{\"title\": \"Refresh Celluvisc Lubricant Eye Gel Drops, Single-Use Containers, 30 Count (Pack of 1)\", \"asin\": \"B000KPPQAY\", \"price\": \"$15.97\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Naphcon-A Eye Drops, 15-mL\", \"asin\": \"B000GG5UEO\", \"price\": \"$10.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive Advanced Eye Drops, 0.33 Fl Oz (Twin Pack)\", \"asin\": \"B00B6A6VFQ\", \"price\": \"$20.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh RELIEVA Preservative-Free Tears Lubricant Eye Drops, 0.33 fl oz (10 mL)\", \"asin\": \"B07WY754MK\", \"price\": \"$15.62\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh RELIEVA FOR CONTACTS Lubricant Eye Drops For Use with Contact Lenses, 0.27 fl oz (8 mL)\", \"asin\": \"B07XC95XP2\", \"price\": \"$11.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Hydration Multi-Dose Preservative-Free Eye Drops Dry Eye Relief Twin Pack (2x10ml)\", \"asin\": \"B0BRNTR8Q8\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Apr 10 - 14 Only 2 left in stock - order soon.\"},\n{\"title\": \"Rohto Cool Relief, Redness Reliever Lubricant Eye Drops, Relieves Redness, Prevents and Protects Further Irritation, Cools and Soothes Red, Dry, Itchy Eyes, Fast-Acting Formula, 0.4 fl oz (Pack of 3)\", \"asin\": \"B072V53H8Y\", \"price\": \"$13.20\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Allergy Eye Relief Multi-Action Antihistamine & Redness Reliever Eye Drops with Pheniramine Maleate & Naphazoline HCl, Eye Drop Treatment for Red, Itchy, Allergy Eyes, 0.5 fl. oz, 2 Pack\", \"asin\": \"B07QWYHK55\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Alaway Antihistamine Eye Drops, Allergy Relief from Itchy Eyes, Works in Minutes, Provides Relief for up to 12 Hours, Clinically Tested Prescription Strength Formula, 0.34 Fl Oz (Pack of 2)\", \"asin\": \"B012H5W7W4\", \"price\": \"$19.17\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Zaditor Antihistamine Eye Drops, 5-mL\", \"asin\": \"B00119SZOW\", \"price\": \"$13.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)\", \"asin\": \"B018GXS7WK\", \"price\": \"$15.57\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Rohto All-in-One Multi-Symptom Cooling Eye Drops, All-in-One Astringent, Lubricant & Redness Reliever Eye Drops for Irritated, Dry, Burning, Watery, Itchy, Red, Gritty Eyes, 0.4 fl oz Bottle\", \"asin\": \"B072V6NK7X\", \"price\": \"$16.38\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Red Eye Hydrating Comfort Redness Relief and Lubricant Eye Drops to Help Moisturize and Relieve Red Eyes Due to Minor Eye Irritations Fast, Tetrahydrozoline HCl, 0.5 fl. oz\", \"asin\": \"B0897ZV5VV\", \"price\": \"$7.48\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Refresh Liquigel Lubricant Eye Gel Drops, 0.5 Fl Oz Sterile\", \"asin\": \"B00005V9CG\", \"price\": \"$11.55\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive Lubricant Eye Drops, 0.5 Fl Oz Sterile\", \"asin\": \"B0014ZR2OM\", \"price\": \"$11.57\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Red Eye Hydrating Comfort Redness Relief Lubricating Eye Drops, 0.28 fl. oz\", \"asin\": \"B08BPTXLJW\", \"price\": \"$3.59\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Blink Eye Drops for Dry Eyes, Triple Care Lubricant Eye Drops, Instantly Soothing, Moisturizing & Extra Long-Lasting Hydrating Eye Care for Moderate to Severe Dry Eye Symptom Relief, 0.34 fl oz\", \"asin\": \"B0BNLRSCRR\", \"price\": \"$12.46\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Lubricant Eye Gel Drops, 10-mL (Packaging May Vary)\", \"asin\": \"B004IXZJ4W\", \"price\": \"$13.48\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"BLINK Contacts Lubricating Eye Drops for Soft & RGP Contact Lenses, Lubricant Eye Drops with Hyaluronate for Hydration, Moisturizing & Comforting Daily Eye Care, 0.34 fl oz\", \"asin\": \"B004L0PYXI\", \"price\": \"$6.54\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Blink Tears Lubricating Eye Drops, 1 fl oz (30 mL) Eye Care for Mild to Moderate Dry Eyes, Hyaluronate for Boosting Hydration, Moisturizing & Soothing Eye Drops for Dry Eyes\", \"asin\": \"B0015HJ968\", \"price\": \"$15.87\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Tears Lubricant Eye Drops Artificial Tears, 0.5 fl oz (15 mL), 1 Count\", \"asin\": \"B003CH9NIS\", \"price\": \"$10.87\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Systane Ultra Multi-Dose Preservative-Free Eye Drops Twin Pack (2x10ml)\", \"asin\": \"B0C2S4163L\", \"price\": \"$16.10\", \"delivery\": \"FREE delivery Apr 10 - 14 Or fastest delivery Apr 9 - 11\"},\n{\"title\": \"GenTeal Tears Lubricant Eye Drops, Moderate Liquid Drops, Twin Pack ,0.5 Fl Oz (Pack of 2) Package May Vary\", \"asin\": \"B01E694BOQ\", \"price\": \"$16.40\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"GenTeal Tears Lubricant Eye Drops, Moderate Liquid Drops, SingleUse Vials,1 pack of 36 ct , 0.03 Fl Oz\", \"asin\": \"B07DT7M78F\", \"price\": \"$15.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:29:23.599Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-04T20:29:23.599Z
|
click
|
cart_side_bar
|
rule
|
train
| 3,018
|
2025-04-04T20:29:23.599Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
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Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
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{"title": "Refresh RELIEVA FOR CONTACTS Lubricant Eye Drops For Use with Contact Lenses, 0.27 fl oz (8 mL)", "asin": "B07XC95XP2", "price": "$11.74", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Optive Advanced Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 30 Count", "asin": "B00B5SEJEY", "price": "$16.23", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100"},
{"title": "Visine Red Eye Hydrating Comfort Redness Relief and Lubricant Eye Drops to Help Moisturize and Relieve Red Eyes Due to Minor Eye Irritations Fast, Tetrahydrozoline HCl, 0.5 fl. oz", "asin": "B0897ZV5VV", "price": "$7.48", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100"},
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{"title": "TheraTears Dry Eye Therapy Eye Drops for Dry Eyes, 1.0 Fl Oz", "asin": "B0013IRBGE", "price": "$11.97", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers", "asin": "B074ZHK96H", "price": "$18.26", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
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{"title": "Visine Red Eye Comfort Redness Relief Eye Drops to Help Relieve Red Eyes Due to Minor Eye Irritations Fast, Tetrahydrozoline HCl, 0.5 fl. oz", "asin": "B089BHRK6P", "price": "$5.79", "delivery": " $8.99 delivery Today 4 PM - 6 PM on orders over $10"},
{"title": "Refresh Classic Lubricant Eye Drops, Preservative-Free,0.01 Fl Oz Single-Use Containers, 50 Count, Pack of 1, Packaging May Vary", "asin": "B000R2VCIA", "price": "$18.29", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Visine Allergy Eye Relief Multi-Action Antihistamine & Redness Reliever Eye Drops with Pheniramine Maleate & Naphazoline HCl, Allergy Eye Drop Treatment for Red, Itchy Eyes, 0.5 fl. oz", "asin": "B07SHL6CH6", "price": "$7.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Systane Nighttime Lubricant Eye Ointment 3.5g Tube", "asin": "B001G0ML14", "price": "$14.48", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Opcon-A Allergy Eye Drops by Bausch + Lomb, for Itch and Redness Relief, Red and Itchy Eyes Antihistamine Eye Drop, Clinically Proven Treatment, 0.5 Fl Oz (Pack of 2)", "asin": "B003DH541M", "price": "$10.12", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Plus Lubricant Eye Drops Preservative-Free Tears, 0.01 fl oz (0.4 mL), 70 Single-Use Containers", "asin": "B000092YOV", "price": "$21.88", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Rohto Max Strength Redness Reliever, Lubricant Eye Drops, Fast, Cooling Relief for Red, Dry, Itchy Eyes, Redness and Dryness Symptom Relief, Soothing Eye Drops, 0.4 fl oz Bottle", "asin": "B00K3IQ42W", "price": "$5.46", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Tears Lubricant eye drops 4x15 ml, 1x5 ml", "asin": "B075ZW75B4", "price": "$26.88", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "TheraTears Extra Dry Eye Therapy Lubricating Eye Drops for Dry Eyes, 0.5 fl oz Bottle, 2 Count(Pack of 1)", "asin": "B07VRQX2B5", "price": "$14.29", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "CETAPHIL Deep Hydration Refreshing Eye Serum, 0.5 fl oz, 48Hr Hydrating Under Eye Cream to Reduce the Appearance of Dark Circles, With Hyaluronic Acid, Vitamin E & B5 (Packaging May Vary)", "asin": "B0897V6H9C", "price": "$13.38", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "OCuSOFT Retaine MGD Ophthalmic Emulsion - Complete Dry Eye Relief - Soothes Red & Irritated Eyes - 30 Count Preservative-Free Single-Use Containers - 0.01 Fl Oz", "asin": "B00J56MMPQ", "price": "$22.72", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "iVIZIA Sterile Lubricant Eye Drops for Dry Eyes, Preservative-Free, Moisturizing, Dry Eye Relief, Contact Lens Friendly, 0.33 fl oz Bottle", "asin": "B09TD27BR5", "price": "$12.26", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Systane Ultra Lubricant Eye Drops, 60 Count (Pack of 1), (Packaging may vary)", "asin": "B014PEZR1S", "price": "$21.22", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Biotrue Hydration Boost Eye Drops, Preservative Free, Soft Contact Lens Friendly for Irritated and Dry Eyes from Bausch + Lomb, Naturally Inspired, 0.33 FL OZ (10 mL)", "asin": "B095XC79R4", "price": "$12.48", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Optive Advanced Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 30 Count", "asin": "B00B5SEJEY", "price": "$16.23", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100"},
{"title": "Systane COMPLETE PF Multi-Dose Preservative Free Dry Eye Drops 0.34 Fl Oz, 2 count (pack of 1) (Packaging may vary)", "asin": "B09NRYCNDC", "price": "$26.97", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "TheraTears Dry Eye Therapy Lubricating Eye Drops for Dry Eyes, Preservative Free eye drops, 30 Single-Use Vials", "asin": "B07PJP5D2S", "price": "$10.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Clear Eyes | Maximum Redness Relief Eye Drops | 0.5 FL OZ", "asin": "B0012UPCX2", "price": "$3.52", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100"},
{"title": "Systane Complete Lubricant Eye Drops, 0.34 Fl Oz, Twin Pack (Pack of 2)", "asin": "B078MSPTSQ", "price": "$22.28", "delivery": "Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon Only 1 left in stock - order soon."},
{"title": "Refresh Celluvisc Lubricant Eye Gel Drops, Single-Use Containers, 30 Count (Pack of 1)", "asin": "B000KPPQAY", "price": "$15.97", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Naphcon-A Eye Drops, 15-mL", "asin": "B000GG5UEO", "price": "$10.98", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Optive Advanced Eye Drops, 0.33 Fl Oz (Twin Pack)", "asin": "B00B6A6VFQ", "price": "$20.48", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh RELIEVA Preservative-Free Tears Lubricant Eye Drops, 0.33 fl oz (10 mL)", "asin": "B07WY754MK", "price": "$15.62", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh RELIEVA FOR CONTACTS Lubricant Eye Drops For Use with Contact Lenses, 0.27 fl oz (8 mL)", "asin": "B07XC95XP2", "price": "$11.74", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Systane Hydration Multi-Dose Preservative-Free Eye Drops Dry Eye Relief Twin Pack (2x10ml)", "asin": "B0BRNTR8Q8", "price": "$17.99", "delivery": "FREE delivery Apr 10 - 14 Only 2 left in stock - order soon."},
{"title": "Rohto Cool Relief, Redness Reliever Lubricant Eye Drops, Relieves Redness, Prevents and Protects Further Irritation, Cools and Soothes Red, Dry, Itchy Eyes, Fast-Acting Formula, 0.4 fl oz (Pack of 3)", "asin": "B072V53H8Y", "price": "$13.20", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Visine Allergy Eye Relief Multi-Action Antihistamine & Redness Reliever Eye Drops with Pheniramine Maleate & Naphazoline HCl, Eye Drop Treatment for Red, Itchy, Allergy Eyes, 0.5 fl. oz, 2 Pack", "asin": "B07QWYHK55", "price": "$13.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Alaway Antihistamine Eye Drops, Allergy Relief from Itchy Eyes, Works in Minutes, Provides Relief for up to 12 Hours, Clinically Tested Prescription Strength Formula, 0.34 Fl Oz (Pack of 2)", "asin": "B012H5W7W4", "price": "$19.17", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Zaditor Antihistamine Eye Drops, 5-mL", "asin": "B00119SZOW", "price": "$13.48", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)", "asin": "B018GXS7WK", "price": "$15.57", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Rohto All-in-One Multi-Symptom Cooling Eye Drops, All-in-One Astringent, Lubricant & Redness Reliever Eye Drops for Irritated, Dry, Burning, Watery, Itchy, Red, Gritty Eyes, 0.4 fl oz Bottle", "asin": "B072V6NK7X", "price": "$16.38", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Visine Red Eye Hydrating Comfort Redness Relief and Lubricant Eye Drops to Help Moisturize and Relieve Red Eyes Due to Minor Eye Irritations Fast, Tetrahydrozoline HCl, 0.5 fl. oz", "asin": "B0897ZV5VV", "price": "$7.48", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100"},
{"title": "Refresh Liquigel Lubricant Eye Gel Drops, 0.5 Fl Oz Sterile", "asin": "B00005V9CG", "price": "$11.55", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Optive Lubricant Eye Drops, 0.5 Fl Oz Sterile", "asin": "B0014ZR2OM", "price": "$11.57", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Visine Red Eye Hydrating Comfort Redness Relief Lubricating Eye Drops, 0.28 fl. oz", "asin": "B08BPTXLJW", "price": "$3.59", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Blink Eye Drops for Dry Eyes, Triple Care Lubricant Eye Drops, Instantly Soothing, Moisturizing & Extra Long-Lasting Hydrating Eye Care for Moderate to Severe Dry Eye Symptom Relief, 0.34 fl oz", "asin": "B0BNLRSCRR", "price": "$12.46", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Systane Lubricant Eye Gel Drops, 10-mL (Packaging May Vary)", "asin": "B004IXZJ4W", "price": "$13.48", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100"},
{"title": "BLINK Contacts Lubricating Eye Drops for Soft & RGP Contact Lenses, Lubricant Eye Drops with Hyaluronate for Hydration, Moisturizing & Comforting Daily Eye Care, 0.34 fl oz", "asin": "B004L0PYXI", "price": "$6.54", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Blink Tears Lubricating Eye Drops, 1 fl oz (30 mL) Eye Care for Mild to Moderate Dry Eyes, Hyaluronate for Boosting Hydration, Moisturizing & Soothing Eye Drops for Dry Eyes", "asin": "B0015HJ968", "price": "$15.87", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Refresh Tears Lubricant Eye Drops Artificial Tears, 0.5 fl oz (15 mL), 1 Count", "asin": "B003CH9NIS", "price": "$10.87", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100"},
{"title": "Systane Ultra Multi-Dose Preservative-Free Eye Drops Twin Pack (2x10ml)", "asin": "B0C2S4163L", "price": "$16.10", "delivery": "FREE delivery Apr 10 - 14 Or fastest delivery Apr 9 - 11"},
{"title": "GenTeal Tears Lubricant Eye Drops, Moderate Liquid Drops, Twin Pack ,0.5 Fl Oz (Pack of 2) Package May Vary", "asin": "B01E694BOQ", "price": "$16.40", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "GenTeal Tears Lubricant Eye Drops, Moderate Liquid Drops, SingleUse Vials,1 pack of 36 ct , 0.03 Fl Oz", "asin": "B07DT7M78F", "price": "$15.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-04T20:29:23.599Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-04T20:29:23.599Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-04T20:29:23.599Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 3018,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"eye drop\"}],\n\"cart_items\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 16 Ounce Refill\", \"asin\": \"B0DHHCQ6W8\", \"price\": \"$13.69\", \"quantity\": \"1\"},\n{\"asin\": \"B08CQDF382\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$3.19\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\\n0.01 Fl Oz (Pack of 50)\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\\n30 Count (Pack of 1)\", \"asin\": \"B074ZHK96H\", \"price\": \"$18.26\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)\", \"asin\": \"B018GXS7WK\", \"price\": \"$15.57\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 60 Count, Packaging May Vary\\n60 Count (Pack of 1)\", \"asin\": \"B00BQCK52E\", \"price\": \"$22.26\", \"quantity\": \"\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"quantity\": \"\"},\n{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\\n0.01 Fl Oz (Pack of 50)\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\\n30 Count (Pack of 1)\", \"asin\": \"B074ZHK96H\", \"price\": \"$18.26\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)\", \"asin\": \"B018GXS7WK\", \"price\": \"$15.57\", \"quantity\": \"\"},\n{\"title\": \"Refresh Optive Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 60 Count, Packaging May Vary\\n60 Count (Pack of 1)\", \"asin\": \"B00BQCK52E\", \"price\": \"$22.26\", \"quantity\": \"\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\", \"asin\": \"B074ZHK96H\"},\n{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\"}],\n\"search_results\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\", \"asin\": \"B074ZHK96H\", \"price\": \"$18.26\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Refresh Optive Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 60 Count, Packaging May Vary\", \"asin\": \"B00BQCK52E\", \"price\": \"$22.26\", \"delivery\": \"FREE delivery Apr 17 - May 6 on $35 of items shipped by Amazon Or fastest delivery Apr 17 - May 4\"},\n{\"title\": \"Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)\", \"asin\": \"B018GXS7WK\", \"price\": \"$15.57\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Tears, Lubricant Eye Drops, 2 Bottles .5 fl oz (15 ml)\", \"asin\": \"B00008BRR8\", \"price\": \"$14.78\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Clear Eyes Triple Relief Eye Drops, Relieves Redness & Calms Irritation, 0.5 Fl Oz\", \"asin\": \"B074NCBXCT\", \"price\": \"$3.92\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Ultra Lubricant Eye Drops, Artificial Tears for Dry Eye, Twin Pack, 10-mL Each\", \"asin\": \"B0036B8QL0\", \"price\": \"$16.41\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)\", \"asin\": \"B07BVYZL88\", \"price\": \"$21.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh RELIEVA FOR CONTACTS Lubricant Eye Drops For Use with Contact Lenses, 0.27 fl oz (8 mL)\", \"asin\": \"B07XC95XP2\", \"price\": \"$11.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive Advanced Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 30 Count\", \"asin\": \"B00B5SEJEY\", \"price\": \"$16.23\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Visine Red Eye Hydrating Comfort Redness Relief and Lubricant Eye Drops to Help Moisturize and Relieve Red Eyes Due to Minor Eye Irritations Fast, Tetrahydrozoline HCl, 0.5 fl. oz\", \"asin\": \"B0897ZV5VV\", \"price\": \"$7.48\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Refresh RELIEVA PF Preservative-Free Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\", \"asin\": \"B08MN19TZV\", \"price\": \"$18.52\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Biotrue Hydration Boost Eye Drops, Preservative Free, Soft Contact Lens Friendly for Irritated and Dry Eyes from Bausch + Lomb, Naturally Inspired, 0.33 FL OZ (10 mL)\", \"asin\": \"B095XC79R4\", \"price\": \"$12.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Systane Ultra Lubricant Eye Drops,0.14 Fl Oz (Pack of 1)\", \"asin\": \"B0753PZSV4\", \"price\": \"$5.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Clear Eyes Redness Relief Lubricant Redness Relief Eye Drops, 0.5 oz\", \"asin\": \"B000R36JOG\", \"price\": \"$3.49\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"TheraTears Dry Eye Therapy Eye Drops for Dry Eyes, 1.0 Fl Oz\", \"asin\": \"B0013IRBGE\", \"price\": \"$11.97\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive MEGA-3 Lubricant Eye Drops Preservative-Free Artificial Tears, 0.01 fl oz (0.4 mL), 30 Single-Use Containers\", \"asin\": \"B074ZHK96H\", \"price\": \"$18.26\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.25 Fl Oz (7.5 mL)\", \"asin\": \"B07BVYZL88\", \"price\": \"$21.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Red Eye Comfort Redness Relief Eye Drops to Help Relieve Red Eyes Due to Minor Eye Irritations Fast, Tetrahydrozoline HCl, 0.5 fl. oz\", \"asin\": \"B089BHRK6P\", \"price\": \"$5.79\", \"delivery\": \" $8.99 delivery Today 4 PM - 6 PM on orders over $10\"},\n{\"title\": \"Refresh Classic Lubricant Eye Drops, Preservative-Free,0.01 Fl Oz Single-Use Containers, 50 Count, Pack of 1, Packaging May Vary\", \"asin\": \"B000R2VCIA\", \"price\": \"$18.29\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Allergy Eye Relief Multi-Action Antihistamine & Redness Reliever Eye Drops with Pheniramine Maleate & Naphazoline HCl, Allergy Eye Drop Treatment for Red, Itchy Eyes, 0.5 fl. oz\", \"asin\": \"B07SHL6CH6\", \"price\": \"$7.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Nighttime Lubricant Eye Ointment 3.5g Tube\", \"asin\": \"B001G0ML14\", \"price\": \"$14.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Opcon-A Allergy Eye Drops by Bausch + Lomb, for Itch and Redness Relief, Red and Itchy Eyes Antihistamine Eye Drop, Clinically Proven Treatment, 0.5 Fl Oz (Pack of 2)\", \"asin\": \"B003DH541M\", \"price\": \"$10.12\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Plus Lubricant Eye Drops Preservative-Free Tears, 0.01 fl oz (0.4 mL), 70 Single-Use Containers\", \"asin\": \"B000092YOV\", \"price\": \"$21.88\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Rohto Max Strength Redness Reliever, Lubricant Eye Drops, Fast, Cooling Relief for Red, Dry, Itchy Eyes, Redness and Dryness Symptom Relief, Soothing Eye Drops, 0.4 fl oz Bottle\", \"asin\": \"B00K3IQ42W\", \"price\": \"$5.46\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Tears Lubricant eye drops 4x15 ml, 1x5 ml\", \"asin\": \"B075ZW75B4\", \"price\": \"$26.88\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"TheraTears Extra Dry Eye Therapy Lubricating Eye Drops for Dry Eyes, 0.5 fl oz Bottle, 2 Count(Pack of 1)\", \"asin\": \"B07VRQX2B5\", \"price\": \"$14.29\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"CETAPHIL Deep Hydration Refreshing Eye Serum, 0.5 fl oz, 48Hr Hydrating Under Eye Cream to Reduce the Appearance of Dark Circles, With Hyaluronic Acid, Vitamin E & B5 (Packaging May Vary)\", \"asin\": \"B0897V6H9C\", \"price\": \"$13.38\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"OCuSOFT Retaine MGD Ophthalmic Emulsion - Complete Dry Eye Relief - Soothes Red & Irritated Eyes - 30 Count Preservative-Free Single-Use Containers - 0.01 Fl Oz\", \"asin\": \"B00J56MMPQ\", \"price\": \"$22.72\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"iVIZIA Sterile Lubricant Eye Drops for Dry Eyes, Preservative-Free, Moisturizing, Dry Eye Relief, Contact Lens Friendly, 0.33 fl oz Bottle\", \"asin\": \"B09TD27BR5\", \"price\": \"$12.26\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Ultra Lubricant Eye Drops, 60 Count (Pack of 1), (Packaging may vary)\", \"asin\": \"B014PEZR1S\", \"price\": \"$21.22\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Biotrue Hydration Boost Eye Drops, Preservative Free, Soft Contact Lens Friendly for Irritated and Dry Eyes from Bausch + Lomb, Naturally Inspired, 0.33 FL OZ (10 mL)\", \"asin\": \"B095XC79R4\", \"price\": \"$12.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive Advanced Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 30 Count\", \"asin\": \"B00B5SEJEY\", \"price\": \"$16.23\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Systane COMPLETE PF Multi-Dose Preservative Free Dry Eye Drops 0.34 Fl Oz, 2 count (pack of 1) (Packaging may vary)\", \"asin\": \"B09NRYCNDC\", \"price\": \"$26.97\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"TheraTears Dry Eye Therapy Lubricating Eye Drops for Dry Eyes, Preservative Free eye drops, 30 Single-Use Vials\", \"asin\": \"B07PJP5D2S\", \"price\": \"$10.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Clear Eyes | Maximum Redness Relief Eye Drops | 0.5 FL OZ\", \"asin\": \"B0012UPCX2\", \"price\": \"$3.52\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Systane Complete Lubricant Eye Drops, 0.34 Fl Oz, Twin Pack (Pack of 2)\", \"asin\": \"B078MSPTSQ\", \"price\": \"$22.28\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon Only 1 left in stock - order soon.\"},\n{\"title\": \"Refresh Celluvisc Lubricant Eye Gel Drops, Single-Use Containers, 30 Count (Pack of 1)\", \"asin\": \"B000KPPQAY\", \"price\": \"$15.97\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Naphcon-A Eye Drops, 15-mL\", \"asin\": \"B000GG5UEO\", \"price\": \"$10.98\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive Advanced Eye Drops, 0.33 Fl Oz (Twin Pack)\", \"asin\": \"B00B6A6VFQ\", \"price\": \"$20.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh RELIEVA Preservative-Free Tears Lubricant Eye Drops, 0.33 fl oz (10 mL)\", \"asin\": \"B07WY754MK\", \"price\": \"$15.62\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh RELIEVA FOR CONTACTS Lubricant Eye Drops For Use with Contact Lenses, 0.27 fl oz (8 mL)\", \"asin\": \"B07XC95XP2\", \"price\": \"$11.74\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Hydration Multi-Dose Preservative-Free Eye Drops Dry Eye Relief Twin Pack (2x10ml)\", \"asin\": \"B0BRNTR8Q8\", \"price\": \"$17.99\", \"delivery\": \"FREE delivery Apr 10 - 14 Only 2 left in stock - order soon.\"},\n{\"title\": \"Rohto Cool Relief, Redness Reliever Lubricant Eye Drops, Relieves Redness, Prevents and Protects Further Irritation, Cools and Soothes Red, Dry, Itchy Eyes, Fast-Acting Formula, 0.4 fl oz (Pack of 3)\", \"asin\": \"B072V53H8Y\", \"price\": \"$13.20\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Allergy Eye Relief Multi-Action Antihistamine & Redness Reliever Eye Drops with Pheniramine Maleate & Naphazoline HCl, Eye Drop Treatment for Red, Itchy, Allergy Eyes, 0.5 fl. oz, 2 Pack\", \"asin\": \"B07QWYHK55\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Alaway Antihistamine Eye Drops, Allergy Relief from Itchy Eyes, Works in Minutes, Provides Relief for up to 12 Hours, Clinically Tested Prescription Strength Formula, 0.34 Fl Oz (Pack of 2)\", \"asin\": \"B012H5W7W4\", \"price\": \"$19.17\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Zaditor Antihistamine Eye Drops, 5-mL\", \"asin\": \"B00119SZOW\", \"price\": \"$13.48\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive GEL DROPS Lubricant Eye Gel Preserved Tears, 0.33 fl oz (10 mL)\", \"asin\": \"B018GXS7WK\", \"price\": \"$15.57\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Rohto All-in-One Multi-Symptom Cooling Eye Drops, All-in-One Astringent, Lubricant & Redness Reliever Eye Drops for Irritated, Dry, Burning, Watery, Itchy, Red, Gritty Eyes, 0.4 fl oz Bottle\", \"asin\": \"B072V6NK7X\", \"price\": \"$16.38\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Red Eye Hydrating Comfort Redness Relief and Lubricant Eye Drops to Help Moisturize and Relieve Red Eyes Due to Minor Eye Irritations Fast, Tetrahydrozoline HCl, 0.5 fl. oz\", \"asin\": \"B0897ZV5VV\", \"price\": \"$7.48\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Refresh Liquigel Lubricant Eye Gel Drops, 0.5 Fl Oz Sterile\", \"asin\": \"B00005V9CG\", \"price\": \"$11.55\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Optive Lubricant Eye Drops, 0.5 Fl Oz Sterile\", \"asin\": \"B0014ZR2OM\", \"price\": \"$11.57\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Visine Red Eye Hydrating Comfort Redness Relief Lubricating Eye Drops, 0.28 fl. oz\", \"asin\": \"B08BPTXLJW\", \"price\": \"$3.59\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Blink Eye Drops for Dry Eyes, Triple Care Lubricant Eye Drops, Instantly Soothing, Moisturizing & Extra Long-Lasting Hydrating Eye Care for Moderate to Severe Dry Eye Symptom Relief, 0.34 fl oz\", \"asin\": \"B0BNLRSCRR\", \"price\": \"$12.46\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Systane Lubricant Eye Gel Drops, 10-mL (Packaging May Vary)\", \"asin\": \"B004IXZJ4W\", \"price\": \"$13.48\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"BLINK Contacts Lubricating Eye Drops for Soft & RGP Contact Lenses, Lubricant Eye Drops with Hyaluronate for Hydration, Moisturizing & Comforting Daily Eye Care, 0.34 fl oz\", \"asin\": \"B004L0PYXI\", \"price\": \"$6.54\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Blink Tears Lubricating Eye Drops, 1 fl oz (30 mL) Eye Care for Mild to Moderate Dry Eyes, Hyaluronate for Boosting Hydration, Moisturizing & Soothing Eye Drops for Dry Eyes\", \"asin\": \"B0015HJ968\", \"price\": \"$15.87\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Refresh Tears Lubricant Eye Drops Artificial Tears, 0.5 fl oz (15 mL), 1 Count\", \"asin\": \"B003CH9NIS\", \"price\": \"$10.87\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100\"},\n{\"title\": \"Systane Ultra Multi-Dose Preservative-Free Eye Drops Twin Pack (2x10ml)\", \"asin\": \"B0C2S4163L\", \"price\": \"$16.10\", \"delivery\": \"FREE delivery Apr 10 - 14 Or fastest delivery Apr 9 - 11\"},\n{\"title\": \"GenTeal Tears Lubricant Eye Drops, Moderate Liquid Drops, Twin Pack ,0.5 Fl Oz (Pack of 2) Package May Vary\", \"asin\": \"B01E694BOQ\", \"price\": \"$16.40\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"GenTeal Tears Lubricant Eye Drops, Moderate Liquid Drops, SingleUse Vials,1 pack of 36 ct , 0.03 Fl Oz\", \"asin\": \"B07DT7M78F\", \"price\": \"$15.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:29:23.599Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.80\", \"quantity\": \"\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 12 Ounce\", \"asin\": \"B000YJ2SLG\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Refresh Celluvisc Lubricant Eye Gel Drops, Single-Use Containers, 30 Count (Pack of 1)\", \"asin\": \"B000KPPQAY\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Tylenol Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct\", \"asin\": \"B01HI7WP0U\", \"price\": \"$12.47\", \"quantity\": \"\"},\n{\"title\": \"Nature Made Super B Complex with Vitamin C and Folic Acid, Dietary Supplement for Immune Support, 140 Tablets, 140 Day Supply\", \"asin\": \"B005D0DTS2\", \"price\": \"$9.69\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"delivery\": \"FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"0.01 Fl Oz (Pack of 50)\"}]},\n{\"title\": \"CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 16 Ounce Refill\", \"asin\": \"B0DHHCQ6W8\", \"delivery\": \"FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Refill\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 10 - 15\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:29:34.659Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-04T20:29:34.659Z
|
click
|
cart_page_select
|
rule
|
train
| 3,019
|
2025-04-04T20:29:34.659Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:54.467Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-29T23:53:44.458Z", "action": "input", "action_argument": "hair dryer pana"}
{"timestamp": "2025-03-29T23:53:51.881Z", "action": "input", "action_argument": "hair dryer panasonic ioic"}
{"timestamp": "2025-03-29T23:53:52.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:53:55.766Z", "action": "input", "action_argument": "hair dryer panasonic ionic"}
{"timestamp": "2025-03-29T23:53:55.843Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:54:48.058Z", "action": "click_product", "action_argument": "B0B33685G3"}
{"timestamp": "2025-03-29T23:55:10.398Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-29T23:55:50.002Z", "action": "purchase", "action_argument": "B0DR5B8SSV, B01BB6YL60"}
{"timestamp": "2025-04-01T21:27:35.654Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-01T21:27:52.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T21:28:03.345Z", "action": "purchase", "action_argument": "B0DHHCQ6W8"}
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$17.80", "quantity": ""},
{"title": "LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)", "asin": "B07CDN39DP", "price": "$11.93", "quantity": ""},
{"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary", "asin": "B00SNPCSUY", "price": "$17.44", "quantity": ""},
{"title": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$14.97", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.88", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 12 Ounce", "asin": "B000YJ2SLG", "price": "$13.49", "quantity": ""},
{"title": "Refresh Celluvisc Lubricant Eye Gel Drops, Single-Use Containers, 30 Count (Pack of 1)", "asin": "B000KPPQAY", "price": "$15.97", "quantity": ""},
{"title": "Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct", "asin": "B000NPYY04", "price": "$13.59", "quantity": ""},
{"title": "Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)", "asin": "B08X1V868F", "price": "$9.99", "quantity": ""},
{"title": "Tylenol Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct", "asin": "B01HI7WP0U", "price": "$12.47", "quantity": ""},
{"title": "Nature Made Super B Complex with Vitamin C and Folic Acid, Dietary Supplement for Immune Support, 140 Tablets, 140 Day Supply", "asin": "B005D0DTS2", "price": "$9.69", "quantity": ""}],
"active_items": [{"title": "Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary", "asin": "B000052XFC", "delivery": "FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon", "quantity": "1", "selected": true, "options": [{"Size": "0.01 Fl Oz (Pack of 50)"}]},
{"title": "CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 16 Ounce Refill", "asin": "B0DHHCQ6W8", "delivery": "FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Refill"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 10 - 15", "quantity": "1", "selected": true, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "price": "$19.99", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-04T20:29:34.659Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-04T20:29:34.659Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-04T20:29:34.659Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 3019,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.80\", \"quantity\": \"\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 12 Ounce\", \"asin\": \"B000YJ2SLG\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Refresh Celluvisc Lubricant Eye Gel Drops, Single-Use Containers, 30 Count (Pack of 1)\", \"asin\": \"B000KPPQAY\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Tylenol Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct\", \"asin\": \"B01HI7WP0U\", \"price\": \"$12.47\", \"quantity\": \"\"},\n{\"title\": \"Nature Made Super B Complex with Vitamin C and Folic Acid, Dietary Supplement for Immune Support, 140 Tablets, 140 Day Supply\", \"asin\": \"B005D0DTS2\", \"price\": \"$9.69\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"delivery\": \"FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"0.01 Fl Oz (Pack of 50)\"}]},\n{\"title\": \"CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 16 Ounce Refill\", \"asin\": \"B0DHHCQ6W8\", \"delivery\": \"FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Refill\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 10 - 15\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:29:34.659Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.80\", \"quantity\": \"\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 12 Ounce\", \"asin\": \"B000YJ2SLG\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Refresh Celluvisc Lubricant Eye Gel Drops, Single-Use Containers, 30 Count (Pack of 1)\", \"asin\": \"B000KPPQAY\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Tylenol Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct\", \"asin\": \"B01HI7WP0U\", \"price\": \"$12.47\", \"quantity\": \"\"},\n{\"title\": \"Nature Made Super B Complex with Vitamin C and Folic Acid, Dietary Supplement for Immune Support, 140 Tablets, 140 Day Supply\", \"asin\": \"B005D0DTS2\", \"price\": \"$9.69\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"delivery\": \"FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"0.01 Fl Oz (Pack of 50)\"}]},\n{\"title\": \"CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 16 Ounce Refill\", \"asin\": \"B0DHHCQ6W8\", \"delivery\": \"FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Refill\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 10 - 15\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:29:34.676Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-04T20:29:34.676Z
|
click
|
cart_page_select
|
rule
|
train
| 3,020
|
2025-04-04T20:29:34.676Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:54.467Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-29T23:53:44.458Z", "action": "input", "action_argument": "hair dryer pana"}
{"timestamp": "2025-03-29T23:53:51.881Z", "action": "input", "action_argument": "hair dryer panasonic ioic"}
{"timestamp": "2025-03-29T23:53:52.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:53:55.766Z", "action": "input", "action_argument": "hair dryer panasonic ionic"}
{"timestamp": "2025-03-29T23:53:55.843Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:54:48.058Z", "action": "click_product", "action_argument": "B0B33685G3"}
{"timestamp": "2025-03-29T23:55:10.398Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-29T23:55:50.002Z", "action": "purchase", "action_argument": "B0DR5B8SSV, B01BB6YL60"}
{"timestamp": "2025-04-01T21:27:35.654Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-01T21:27:52.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T21:28:03.345Z", "action": "purchase", "action_argument": "B0DHHCQ6W8"}
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$17.80", "quantity": ""},
{"title": "LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)", "asin": "B07CDN39DP", "price": "$11.93", "quantity": ""},
{"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary", "asin": "B00SNPCSUY", "price": "$17.44", "quantity": ""},
{"title": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$14.97", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.88", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 12 Ounce", "asin": "B000YJ2SLG", "price": "$13.49", "quantity": ""},
{"title": "Refresh Celluvisc Lubricant Eye Gel Drops, Single-Use Containers, 30 Count (Pack of 1)", "asin": "B000KPPQAY", "price": "$15.97", "quantity": ""},
{"title": "Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct", "asin": "B000NPYY04", "price": "$13.59", "quantity": ""},
{"title": "Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)", "asin": "B08X1V868F", "price": "$9.99", "quantity": ""},
{"title": "Tylenol Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct", "asin": "B01HI7WP0U", "price": "$12.47", "quantity": ""},
{"title": "Nature Made Super B Complex with Vitamin C and Folic Acid, Dietary Supplement for Immune Support, 140 Tablets, 140 Day Supply", "asin": "B005D0DTS2", "price": "$9.69", "quantity": ""}],
"active_items": [{"title": "Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary", "asin": "B000052XFC", "delivery": "FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon", "quantity": "1", "selected": true, "options": [{"Size": "0.01 Fl Oz (Pack of 50)"}]},
{"title": "CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 16 Ounce Refill", "asin": "B0DHHCQ6W8", "delivery": "FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Refill"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 10 - 15", "quantity": "1", "selected": true, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "price": "$19.99", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-04T20:29:34.676Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-04T20:29:34.676Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-04T20:29:34.676Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 3020,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.80\", \"quantity\": \"\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 12 Ounce\", \"asin\": \"B000YJ2SLG\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Refresh Celluvisc Lubricant Eye Gel Drops, Single-Use Containers, 30 Count (Pack of 1)\", \"asin\": \"B000KPPQAY\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Tylenol Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct\", \"asin\": \"B01HI7WP0U\", \"price\": \"$12.47\", \"quantity\": \"\"},\n{\"title\": \"Nature Made Super B Complex with Vitamin C and Folic Acid, Dietary Supplement for Immune Support, 140 Tablets, 140 Day Supply\", \"asin\": \"B005D0DTS2\", \"price\": \"$9.69\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"delivery\": \"FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"0.01 Fl Oz (Pack of 50)\"}]},\n{\"title\": \"CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 16 Ounce Refill\", \"asin\": \"B0DHHCQ6W8\", \"delivery\": \"FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Refill\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 10 - 15\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:29:34.676Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Tide Liquid Laundry Detergent, Hygienic Clean Heavy Duty, Original Scent, 24 Loads, 34 fl oz\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Opti-Free Replenish Multi-Purpose Contact Lens Cleaning and Disinfecting Solution with Lens Case, 10 FL OZ (Pack of 2)\", \"asin\": \"\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"365 by Whole Foods Market, Baking Soda, 16 Ounce\", \"asin\": \"\", \"price\": \"$1.79\", \"quantity\": \"\"},\n{\"title\": \"Whole Earth Sweetener Co. 100% Erythritol Sweetener (Keto Sweetener, Natural Sugar Alternative, Baking Sugar Substitute, Zero\", \"asin\": \"\", \"price\": \"$7.93\", \"quantity\": \"\"},\n{\"title\": \"Nature Made Triple Omega 3 6 9, Flaxseed, Safflower, & Olive Oils, Healthy Heart Support, Fish Free Omega 3 Supplement, 150 S\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Playtex Sport Tampons Regular Absorbency, Fragrance-Free - 48ct | Regular Tampons for Women, Feminine Care, Playtex Tampon wi\", \"asin\": \"\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.80\", \"quantity\": \"\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 12 Ounce\", \"asin\": \"B000YJ2SLG\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Refresh Celluvisc Lubricant Eye Gel Drops, Single-Use Containers, 30 Count (Pack of 1)\", \"asin\": \"B000KPPQAY\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Tylenol Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct\", \"asin\": \"B01HI7WP0U\", \"price\": \"$12.47\", \"quantity\": \"\"},\n{\"title\": \"Nature Made Super B Complex with Vitamin C and Folic Acid, Dietary Supplement for Immune Support, 140 Tablets, 140 Day Supply\", \"asin\": \"B005D0DTS2\", \"price\": \"$9.69\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"delivery\": \"FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"0.01 Fl Oz (Pack of 50)\"}]},\n{\"title\": \"CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 16 Ounce Refill\", \"asin\": \"B0DHHCQ6W8\", \"delivery\": \"FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Refill\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 10 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:30:04.474Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-04T20:30:04.474Z
|
click
|
nav_bar
|
rule
|
train
| 3,021
|
2025-04-04T20:30:04.474Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:54.467Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-29T23:53:44.458Z", "action": "input", "action_argument": "hair dryer pana"}
{"timestamp": "2025-03-29T23:53:51.881Z", "action": "input", "action_argument": "hair dryer panasonic ioic"}
{"timestamp": "2025-03-29T23:53:52.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:53:55.766Z", "action": "input", "action_argument": "hair dryer panasonic ionic"}
{"timestamp": "2025-03-29T23:53:55.843Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:54:48.058Z", "action": "click_product", "action_argument": "B0B33685G3"}
{"timestamp": "2025-03-29T23:55:10.398Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-29T23:55:50.002Z", "action": "purchase", "action_argument": "B0DR5B8SSV, B01BB6YL60"}
{"timestamp": "2025-04-01T21:27:35.654Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-01T21:27:52.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T21:28:03.345Z", "action": "purchase", "action_argument": "B0DHHCQ6W8"}
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Tide Liquid Laundry Detergent, Hygienic Clean Heavy Duty, Original Scent, 24 Loads, 34 fl oz", "asin": "", "quantity": ""},
{"title": "Opti-Free Replenish Multi-Purpose Contact Lens Cleaning and Disinfecting Solution with Lens Case, 10 FL OZ (Pack of 2)", "asin": "", "price": "$15.97", "quantity": ""},
{"title": "365 by Whole Foods Market, Baking Soda, 16 Ounce", "asin": "", "price": "$1.79", "quantity": ""},
{"title": "Whole Earth Sweetener Co. 100% Erythritol Sweetener (Keto Sweetener, Natural Sugar Alternative, Baking Sugar Substitute, Zero", "asin": "", "price": "$7.93", "quantity": ""},
{"title": "Nature Made Triple Omega 3 6 9, Flaxseed, Safflower, & Olive Oils, Healthy Heart Support, Fish Free Omega 3 Supplement, 150 S", "asin": "", "price": "$25.00", "quantity": ""},
{"title": "Playtex Sport Tampons Regular Absorbency, Fragrance-Free - 48ct | Regular Tampons for Women, Feminine Care, Playtex Tampon wi", "asin": "", "price": "$9.97", "quantity": ""},
{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$17.80", "quantity": ""},
{"title": "LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)", "asin": "B07CDN39DP", "price": "$11.93", "quantity": ""},
{"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary", "asin": "B00SNPCSUY", "price": "$17.44", "quantity": ""},
{"title": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$14.97", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.88", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 12 Ounce", "asin": "B000YJ2SLG", "price": "$13.49", "quantity": ""},
{"title": "Refresh Celluvisc Lubricant Eye Gel Drops, Single-Use Containers, 30 Count (Pack of 1)", "asin": "B000KPPQAY", "price": "$15.97", "quantity": ""},
{"title": "Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct", "asin": "B000NPYY04", "price": "$13.59", "quantity": ""},
{"title": "Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)", "asin": "B08X1V868F", "price": "$9.99", "quantity": ""},
{"title": "Tylenol Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct", "asin": "B01HI7WP0U", "price": "$12.47", "quantity": ""},
{"title": "Nature Made Super B Complex with Vitamin C and Folic Acid, Dietary Supplement for Immune Support, 140 Tablets, 140 Day Supply", "asin": "B005D0DTS2", "price": "$9.69", "quantity": ""}],
"active_items": [{"title": "Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary", "asin": "B000052XFC", "delivery": "FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon", "quantity": "1", "selected": true, "options": [{"Size": "0.01 Fl Oz (Pack of 50)"}]},
{"title": "CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 16 Ounce Refill", "asin": "B0DHHCQ6W8", "delivery": "FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Refill"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 10 - 15", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "price": "$19.99", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-04T20:30:04.474Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-04T20:30:04.474Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-04T20:30:04.474Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 3021,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Tide Liquid Laundry Detergent, Hygienic Clean Heavy Duty, Original Scent, 24 Loads, 34 fl oz\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Opti-Free Replenish Multi-Purpose Contact Lens Cleaning and Disinfecting Solution with Lens Case, 10 FL OZ (Pack of 2)\", \"asin\": \"\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"365 by Whole Foods Market, Baking Soda, 16 Ounce\", \"asin\": \"\", \"price\": \"$1.79\", \"quantity\": \"\"},\n{\"title\": \"Whole Earth Sweetener Co. 100% Erythritol Sweetener (Keto Sweetener, Natural Sugar Alternative, Baking Sugar Substitute, Zero\", \"asin\": \"\", \"price\": \"$7.93\", \"quantity\": \"\"},\n{\"title\": \"Nature Made Triple Omega 3 6 9, Flaxseed, Safflower, & Olive Oils, Healthy Heart Support, Fish Free Omega 3 Supplement, 150 S\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Playtex Sport Tampons Regular Absorbency, Fragrance-Free - 48ct | Regular Tampons for Women, Feminine Care, Playtex Tampon wi\", \"asin\": \"\", \"price\": \"$9.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.80\", \"quantity\": \"\"},\n{\"title\": \"LUMIFY Redness Reliever Eye Drops, For Whiter & Brighter Looking Eyes, 0.08 Fl Oz (2.5 mL)\", \"asin\": \"B07CDN39DP\", \"price\": \"$11.93\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 12 Ounce\", \"asin\": \"B000YJ2SLG\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Refresh Celluvisc Lubricant Eye Gel Drops, Single-Use Containers, 30 Count (Pack of 1)\", \"asin\": \"B000KPPQAY\", \"price\": \"$15.97\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Tylenol Extra Strength Acetaminophen Rapid Release Gels, Extra Strength Pain Reliever & Fever Reducer, Gelcaps with Laser-Drilled Holes, 500 mg Acetaminophen, 100 ct\", \"asin\": \"B01HI7WP0U\", \"price\": \"$12.47\", \"quantity\": \"\"},\n{\"title\": \"Nature Made Super B Complex with Vitamin C and Folic Acid, Dietary Supplement for Immune Support, 140 Tablets, 140 Day Supply\", \"asin\": \"B005D0DTS2\", \"price\": \"$9.69\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"delivery\": \"FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"0.01 Fl Oz (Pack of 50)\"}]},\n{\"title\": \"CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 16 Ounce Refill\", \"asin\": \"B0DHHCQ6W8\", \"delivery\": \"FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Refill\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 10 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:30:04.474Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:30:19.613Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-04T20:30:19.613Z
|
click
|
page_related
|
rule
|
train
| 3,022
|
2025-04-04T20:30:19.613Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:54.467Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-29T23:53:44.458Z", "action": "input", "action_argument": "hair dryer pana"}
{"timestamp": "2025-03-29T23:53:51.881Z", "action": "input", "action_argument": "hair dryer panasonic ioic"}
{"timestamp": "2025-03-29T23:53:52.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:53:55.766Z", "action": "input", "action_argument": "hair dryer panasonic ionic"}
{"timestamp": "2025-03-29T23:53:55.843Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:54:48.058Z", "action": "click_product", "action_argument": "B0B33685G3"}
{"timestamp": "2025-03-29T23:55:10.398Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-29T23:55:50.002Z", "action": "purchase", "action_argument": "B0DR5B8SSV, B01BB6YL60"}
{"timestamp": "2025-04-01T21:27:35.654Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-01T21:27:52.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T21:28:03.345Z", "action": "purchase", "action_argument": "B0DHHCQ6W8"}
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-04T20:30:19.613Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-04T20:30:19.613Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-04T20:30:19.613Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 3022,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:30:19.613Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:30:21.631Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-04T20:30:21.631Z
|
click
|
page_related
|
rule
|
train
| 3,023
|
2025-04-04T20:30:21.631Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:54.467Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-29T23:53:44.458Z", "action": "input", "action_argument": "hair dryer pana"}
{"timestamp": "2025-03-29T23:53:51.881Z", "action": "input", "action_argument": "hair dryer panasonic ioic"}
{"timestamp": "2025-03-29T23:53:52.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:53:55.766Z", "action": "input", "action_argument": "hair dryer panasonic ionic"}
{"timestamp": "2025-03-29T23:53:55.843Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:54:48.058Z", "action": "click_product", "action_argument": "B0B33685G3"}
{"timestamp": "2025-03-29T23:55:10.398Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-29T23:55:50.002Z", "action": "purchase", "action_argument": "B0DR5B8SSV, B01BB6YL60"}
{"timestamp": "2025-04-01T21:27:35.654Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-01T21:27:52.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T21:28:03.345Z", "action": "purchase", "action_argument": "B0DHHCQ6W8"}
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-04T20:30:21.631Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-04T20:30:21.631Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-04T20:30:21.631Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 3023,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:30:21.631Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Blink Video Doorbell (newest model), Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\u2014 wired or wire-free (Black)\", \"asin\": \"B08SG2MS3V\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 3 camera system\", \"asin\": \"B0B1N5FK48\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell Wedge Mount \\u2013 Black\", \"asin\": \"B08XN997MN\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"B0BWWZXWPL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Wired Floodlight Camera - Smart security camera, 2600 lumens, HD live view, enhanced motion detection, built-in siren, Works with Alexa \\u2013 1 camera (White)\", \"asin\": \"B0B5VLCL1N\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Floodlight Mount Accessory for Blink Outdoor Camera 3rd Gen with 2-year battery life (White)\", \"asin\": \"B09GZ7XTKT\", \"price\": \"$37.98\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 Floodlight Camera (newest model), Wire-free smart security camera, 700 lumens, two-year battery life, HD live view, enhanced motion detection, Works with Alexa- 1 camera system\", \"asin\": \"B0BBX45V5B\", \"price\": \"$129.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:30:38.317Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-04T20:30:38.317Z
|
input
|
freez
|
rule
|
train
| 3,024
|
2025-04-04T20:30:38.317Z
|
input
|
freez
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:54.467Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-29T23:53:44.458Z", "action": "input", "action_argument": "hair dryer pana"}
{"timestamp": "2025-03-29T23:53:51.881Z", "action": "input", "action_argument": "hair dryer panasonic ioic"}
{"timestamp": "2025-03-29T23:53:52.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:53:55.766Z", "action": "input", "action_argument": "hair dryer panasonic ionic"}
{"timestamp": "2025-03-29T23:53:55.843Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:54:48.058Z", "action": "click_product", "action_argument": "B0B33685G3"}
{"timestamp": "2025-03-29T23:55:10.398Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-29T23:55:50.002Z", "action": "purchase", "action_argument": "B0DR5B8SSV, B01BB6YL60"}
{"timestamp": "2025-04-01T21:27:35.654Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-01T21:27:52.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T21:28:03.345Z", "action": "purchase", "action_argument": "B0DHHCQ6W8"}
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Blink Video Doorbell (newest model), Two-way audio, HD video, motion and chime app alerts and Alexa enabled \u2014 wired or wire-free (Black)", "asin": "B08SG2MS3V", "price": "$59.99", "quantity": ""},
{"title": "Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \u2013 3 camera system", "asin": "B0B1N5FK48", "price": "$259.99", "quantity": ""},
{"title": "Blink Video Doorbell Wedge Mount \u2013 Black", "asin": "B08XN997MN", "price": "$7.99", "quantity": ""},
{"title": "Blink Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "B0BWWZXWPL", "price": "$39.99", "quantity": ""},
{"title": "Blink Wired Floodlight Camera - Smart security camera, 2600 lumens, HD live view, enhanced motion detection, built-in siren, Works with Alexa \u2013 1 camera (White)", "asin": "B0B5VLCL1N", "price": "$89.99", "quantity": ""},
{"title": "Floodlight Mount Accessory for Blink Outdoor Camera 3rd Gen with 2-year battery life (White)", "asin": "B09GZ7XTKT", "price": "$37.98", "quantity": ""},
{"title": "Blink Outdoor 4 Floodlight Camera (newest model), Wire-free smart security camera, 700 lumens, two-year battery life, HD live view, enhanced motion detection, Works with Alexa- 1 camera system", "asin": "B0BBX45V5B", "price": "$129.98", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-04T20:30:38.317Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-04T20:30:38.317Z\",\"action\": \"input\",\"acion_argument\": \"freez\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-04T20:30:38.317Z\",\"action\": \"input\",\"acion_argument\": \"freez\",}</answer>",
"index": 3024,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Blink Video Doorbell (newest model), Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\u2014 wired or wire-free (Black)\", \"asin\": \"B08SG2MS3V\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 3 camera system\", \"asin\": \"B0B1N5FK48\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell Wedge Mount \\u2013 Black\", \"asin\": \"B08XN997MN\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"B0BWWZXWPL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Wired Floodlight Camera - Smart security camera, 2600 lumens, HD live view, enhanced motion detection, built-in siren, Works with Alexa \\u2013 1 camera (White)\", \"asin\": \"B0B5VLCL1N\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Floodlight Mount Accessory for Blink Outdoor Camera 3rd Gen with 2-year battery life (White)\", \"asin\": \"B09GZ7XTKT\", \"price\": \"$37.98\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 Floodlight Camera (newest model), Wire-free smart security camera, 700 lumens, two-year battery life, HD live view, enhanced motion detection, Works with Alexa- 1 camera system\", \"asin\": \"B0BBX45V5B\", \"price\": \"$129.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:30:38.317Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"freez\"}],\n\"promotion_items\": [{\"title\": \"Blink Video Doorbell (newest model), Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\u2014 wired or wire-free (Black)\", \"asin\": \"B08SG2MS3V\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 3 camera system\", \"asin\": \"B0B1N5FK48\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell Wedge Mount \\u2013 Black\", \"asin\": \"B08XN997MN\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"B0BWWZXWPL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Wired Floodlight Camera - Smart security camera, 2600 lumens, HD live view, enhanced motion detection, built-in siren, Works with Alexa \\u2013 1 camera (White)\", \"asin\": \"B0B5VLCL1N\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Floodlight Mount Accessory for Blink Outdoor Camera 3rd Gen with 2-year battery life (White)\", \"asin\": \"B09GZ7XTKT\", \"price\": \"$37.98\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 Floodlight Camera (newest model), Wire-free smart security camera, 700 lumens, two-year battery life, HD live view, enhanced motion detection, Works with Alexa- 1 camera system\", \"asin\": \"B0BBX45V5B\", \"price\": \"$129.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:30:38.325Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-04T20:30:38.325Z
|
click
|
suggested_term
|
rule
|
train
| 3,025
|
2025-04-04T20:30:38.325Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:54.467Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-29T23:53:44.458Z", "action": "input", "action_argument": "hair dryer pana"}
{"timestamp": "2025-03-29T23:53:51.881Z", "action": "input", "action_argument": "hair dryer panasonic ioic"}
{"timestamp": "2025-03-29T23:53:52.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:53:55.766Z", "action": "input", "action_argument": "hair dryer panasonic ionic"}
{"timestamp": "2025-03-29T23:53:55.843Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:54:48.058Z", "action": "click_product", "action_argument": "B0B33685G3"}
{"timestamp": "2025-03-29T23:55:10.398Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-29T23:55:50.002Z", "action": "purchase", "action_argument": "B0DR5B8SSV, B01BB6YL60"}
{"timestamp": "2025-04-01T21:27:35.654Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-01T21:27:52.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T21:28:03.345Z", "action": "purchase", "action_argument": "B0DHHCQ6W8"}
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "freez"}],
"promotion_items": [{"title": "Blink Video Doorbell (newest model), Two-way audio, HD video, motion and chime app alerts and Alexa enabled \u2014 wired or wire-free (Black)", "asin": "B08SG2MS3V", "price": "$59.99", "quantity": ""},
{"title": "Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \u2013 3 camera system", "asin": "B0B1N5FK48", "price": "$259.99", "quantity": ""},
{"title": "Blink Video Doorbell Wedge Mount \u2013 Black", "asin": "B08XN997MN", "price": "$7.99", "quantity": ""},
{"title": "Blink Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "B0BWWZXWPL", "price": "$39.99", "quantity": ""},
{"title": "Blink Wired Floodlight Camera - Smart security camera, 2600 lumens, HD live view, enhanced motion detection, built-in siren, Works with Alexa \u2013 1 camera (White)", "asin": "B0B5VLCL1N", "price": "$89.99", "quantity": ""},
{"title": "Floodlight Mount Accessory for Blink Outdoor Camera 3rd Gen with 2-year battery life (White)", "asin": "B09GZ7XTKT", "price": "$37.98", "quantity": ""},
{"title": "Blink Outdoor 4 Floodlight Camera (newest model), Wire-free smart security camera, 700 lumens, two-year battery life, HD live view, enhanced motion detection, Works with Alexa- 1 camera system", "asin": "B0BBX45V5B", "price": "$129.98", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-04T20:30:38.325Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-04T20:30:38.325Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-04T20:30:38.325Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 3025,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"freez\"}],\n\"promotion_items\": [{\"title\": \"Blink Video Doorbell (newest model), Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\u2014 wired or wire-free (Black)\", \"asin\": \"B08SG2MS3V\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 3 camera system\", \"asin\": \"B0B1N5FK48\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell Wedge Mount \\u2013 Black\", \"asin\": \"B08XN997MN\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"B0BWWZXWPL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Wired Floodlight Camera - Smart security camera, 2600 lumens, HD live view, enhanced motion detection, built-in siren, Works with Alexa \\u2013 1 camera (White)\", \"asin\": \"B0B5VLCL1N\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Floodlight Mount Accessory for Blink Outdoor Camera 3rd Gen with 2-year battery life (White)\", \"asin\": \"B09GZ7XTKT\", \"price\": \"$37.98\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 Floodlight Camera (newest model), Wire-free smart security camera, 700 lumens, two-year battery life, HD live view, enhanced motion detection, Works with Alexa- 1 camera system\", \"asin\": \"B0BBX45V5B\", \"price\": \"$129.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:30:38.325Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"freezer bags\"}],\n\"promotion_items\": [{\"title\": \"Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count\\n80 Count\", \"asin\": \"B019ZTZTVQ\", \"price\": \"$9.57\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Food Storage and Sandwich Bags Variety Pack, Stay Open Design with Stand-Up Bottom, Easy to Fill, 166 Bags Total\", \"asin\": \"B0BJH8Q5N5\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count\\n28 Count\", \"asin\": \"B003UEGZNE\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Polyethylene, Polypropylene, Dye, and Ink.\\n34 Count\", \"asin\": \"B00J0419NO\", \"price\": \"$8.69\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count\\n80 Count\", \"asin\": \"B019ZTZTVQ\", \"price\": \"$9.57\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Food Storage and Sandwich Bags Variety Pack, Stay Open Design with Stand-Up Bottom, Easy to Fill, 166 Bags Total\", \"asin\": \"B0BJH8Q5N5\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count\\n28 Count\", \"asin\": \"B003UEGZNE\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Bags Total\\n60 Count\", \"asin\": \"B0DGN3JPG4\", \"price\": \"$10.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Freezer Bags\", \"asin\": \"B07PZ8HLWD\"},\n{\"title\": \"Sandwich & Snack Bags\", \"asin\": \"B00HG1GGUY\"},\n{\"title\": \"Endurables Reusable Bags\", \"asin\": \"B09DZ5KND9\"}],\n\"search_results\": [{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Count\", \"asin\": \"B00CQAHOCO\", \"price\": \"$9.69\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup\"},\n{\"title\": \"Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count\", \"asin\": \"B019ZTZTVQ\", \"price\": \"$9.57\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count\", \"asin\": \"B003UEGZNE\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Food Storage and Sandwich Bags Variety Pack, Stay Open Design with Stand-Up Bottom, Easy to Fill, 166 Bags Total\", \"asin\": \"B0BJH8Q5N5\", \"price\": \"$25.23\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Polyethylene, Polypropylene, Dye, and Ink.\", \"asin\": \"B00J0419NO\", \"price\": \"$8.69\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$9.70\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count\", \"asin\": \"B003UEGZNE\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hefty Slider Freezer Kitchen Storage Bags, Gallon Size, 56 Count\", \"asin\": \"B01JLPJM7G\", \"price\": \"$7.58\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Pint Food Storage Freezer Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 20 Count\", \"asin\": \"B000R91CLA\", \"price\": \"$4.99\", \"delivery\": \" $3.99 delivery Today 4 PM - 6 PM on orders over $80\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup\"},\n{\"title\": \"Amazon Basics Slider Quart Food Storage Bags, 120 Count (Previously Solimo)\", \"asin\": \"B093X7TBT8\", \"price\": \"$10.23\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Bags Total\", \"asin\": \"B0DGN3JPG4\", \"price\": \"$10.99\", \"delivery\": \"FREE delivery Thu, Apr 10 on $35 of items shipped by Amazon\"},\n{\"title\": \"Lerine 6 Pack Reusable Gallon Freezer Bags Dishwasher Safe, BPA Free Reusable 1 Gallon Bags Silicone, Leakproof Reusable Storage Bags for Marinate Meats, Cereal, Vegetables, Home Organization(Grey)\", \"asin\": \"B09WMDJMJC\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"IDEATECH Dishwasher Safe Gallon Bags Stand Up, Leakproof Reusable Gallon Freezer Bags, Large Reusable Bags, BPA Plastic Free Reusable Food Storage Bags for Meats, Veggies(6 Pack)\", \"asin\": \"B0CPSQBD2N\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Lerine 12 Pack Reusable Gallon Freezer Bags Dishwasher Microwave Safe, Stand Up Reusable Freezer Bags 1 Gallon Silicone and BPA Free, Leakproof Food Storage Bags for Meal Prep, Kitchen Organization\", \"asin\": \"B0CXHXK1NK\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Gallon Food Storage Bags, 120 Count\", \"asin\": \"B093WMWKBP\", \"price\": \"$12.18\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Slider Bags, Power Shield Technology for More Durability, 28 Bags Total\", \"asin\": \"B0DGNDYV95\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 24 Bags Total\", \"asin\": \"B0DGN8SZRX\", \"price\": \"$4.31\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Glad Zipper Freezer Storage Plastic Bags, Quart, 20 Count (Packaging May Vary)\", \"asin\": \"B000VB69FS\", \"price\": \"$2.66\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"365 by Whole Foods Market, Quart Double Zipper Freezer Bag, 40 Count\", \"asin\": \"B074H76C9W\", \"price\": \"$2.79\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 100 Count\", \"asin\": \"B088XVM1HM\", \"price\": \"$12.48\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"SPLF 6 Pack Reusable Gallon Freezer Bags Dishwasher Safe, BPA FREE Reusable Food Storage Bags, Extra Thick Leakproof Silicone and Plastic Free for Marinate Meats, Cereal, Sandwich, Snack, Travel Items\", \"asin\": \"B089GJRMFL\", \"price\": \"$12.59\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Wevac Vacuum Sealer Bags 8x50 Rolls 2 pack for Food Saver, Seal a Meal, Weston. Commercial Grade, BPA Free, Heavy Duty, Great for vac storage, Meal Prep or Sous Vide\", \"asin\": \"B07RKRK7FD\", \"price\": \"$16.19\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"24/7 Bags Reusable Gallon Storage Bags, 8 Pack, Double Zipper, 6 mils Thick, Freezer Safe, Zero BPA, Easy Open Tabs\", \"asin\": \"B0DKVRRGJ8\", \"price\": \"$8.49\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Lerine 20 Pack Reusable Freezer Bags Dishwasher Microwave Safe, Stand Up Silicone and BPA Free Reusable Sandwich Bags, Leakproof Reusable Food Storage Bags for Meal Prep - 8 Gallon 7 Sandwich 5 Snack\", \"asin\": \"B0CXHL2DMZ\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 100 Count\", \"asin\": \"B088XVM1HM\", \"price\": \"$12.48\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count\", \"asin\": \"B088XP7F2B\", \"price\": \"$12.96\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 30 Count (Pack of 4)\", \"asin\": \"B07PZ8HLWD\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Count\", \"asin\": \"B00CQAHOCO\", \"price\": \"$9.69\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup\"},\n{\"title\": \"Amazon Basics Slider Quart Food Storage Bags, 120 Count (Previously Solimo)\", \"asin\": \"B093X7TBT8\", \"price\": \"$10.23\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"24 Reusable Food Storage Bags, Freezer Bags with Pack BPA FREE (8 Reusable Gallon Bags+8 Leakproof Reusable Sandwich Bags+8 Food Grade Snack Bags) EXTRA THICK Reusbale Lunch Bag for Salad Fruit\", \"asin\": \"B0C2VJ6L6R\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 75 Count\", \"asin\": \"B00CQG5QUA\", \"price\": \"$9.72\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup\"},\n{\"title\": \"Ziploc Variety Pack 54 Freezer Quart Bags, 38 Freezer Gallon Bags, 125 Sandwich Bags, 52 Storage Gallon Bags Reusable Plastic Ziploc Bags with Zipper Closure, Red, Green, Blue\", \"asin\": \"B01IPIL5JS\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Tue, Apr 8 Only 1 left in stock - order soon.\"},\n{\"title\": \"Gallon Freezer Bags, Double Zipper Seal - 100 Count, Thick Resealable Plastic storage Bags - Reusable Gallon Storage Bags for Food Storage, Meat, Vegetables, Fruit - Microwave-Safe, Zero BPA - 2 Boxes\", \"asin\": \"B0CGJZH7KT\", \"price\": \"$15.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Two Gallon Food Storage Freezer Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 10 Count, Pack of 3 (30 Total Bags)\", \"asin\": \"B01FXMD402\", \"price\": \"$14.94\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Glad Zipper Freezer Storage Plastic Bags, Gallon, set of 4 x 40 bags -Package May Vary\", \"asin\": \"B00JC9TJSO\", \"price\": \"$14.37\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Lerine 6 Pack Reusable Gallon Freezer Bags Dishwasher Safe, BPA Free Reusable 1 Gallon Bags Silicone, Leakproof Reusable Storage Bags for Marinate Meats, Cereal, Vegetables, Home Organization(Grey)\", \"asin\": \"B09WMDJMJC\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hefty Freezer Slider Bags, Quart, 35 Count (Pack of 3)\", \"asin\": \"B00BIY8A0Y\", \"price\": \"$23.47\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hefty Calendar Slider Gallon Freezer Bags, 1 Gallon Size Slider Bags with Stand and Fill Expandable Bottoms, Helps Prevent Freezer Burn, 25 Count (Pack of 4)\", \"asin\": \"B0B34YLF6V\", \"price\": \"$21.96\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Quart Freezer Bags - Double Zipper Seal -150 Count, (2 Packs of 75) Resealable Plastic Freezer Containers - Reusable Pouches for Food Storage, Meat, Fresh Vegetables, Fruit - Microwave-Safe, BPA Free\", \"asin\": \"B0CGKDKM9H\", \"price\": \"$15.70\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Slider Bags, Power Shield Technology for More Durability, 34 Count, Pack of 4 (136 Total Bags)\", \"asin\": \"B07Q1DBLX9\", \"price\": \"$23.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Gallon Slider Storage Bags- 100 Count, Featuring Expandable Bottom, Zero BPA, Microwave-Safe(4 boxes of 25)\", \"asin\": \"B08NCNGVFN\", \"price\": \"$21.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"24/7 Bags- Gallon Zip Storage Bags, 200 Count, Double Zipper Seal, Easy Grip Open Tabs, Write-On Space, BPA-Free & Heavy Duty, Microwave Safe, Non-StandUp\", \"asin\": \"B08NCLS8SS\", \"price\": \"$22.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"VacYaYa100 Quart 8 x 12 Inch Freezer Food Vacuum Sealer Storage Bags Size,Vac Seal a Meal Bags with BPA Free and Heavy Duty Sous Vide Vaccume Safe PreCut Bag\", \"asin\": \"B07RZKL34X\", \"price\": \"$17.99\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hefty Slider Kitchen Storage Bags, Gallon Size, 66 Count\", \"asin\": \"B01JLPJM8U\", \"price\": \"$8.27\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Avid Armor Vacuum Sealer Bags Quart 8x12 Inch 100 Pack for Food Saver, Seal a Meal Vacuum Seal Machines, Commercial Grade Heavy Duty BPA Free for Sous Vide and Meal Prep Precut Storage Bag\", \"asin\": \"B01H0WLQAS\", \"price\": \"$15.80\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 120 Bags Total\", \"asin\": \"B07Q1DBVJ1\", \"price\": \"$14.35\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Slider Bags, Power Shield Technology for More Durability, 68 Count\", \"asin\": \"B00HG1GGGS\", \"price\": \"$10.18\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc 2 Gallon Food Storage Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 36 Bags Total\", \"asin\": \"B01FXMD0WE\", \"price\": \"$26.78\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Half gallon Freezer Bags (144 ct.),, 144Count ()\", \"asin\": \"B017MK9JHU\", \"price\": \"$25.50\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Tue, Apr 8\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 16 Bags Total\", \"asin\": \"B0DGMXJPT3\", \"price\": \"$4.29\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Glad Flex'N Seal Freezer Storage Plastic Bags, Gallon, 28 Count (Package May Vary)\", \"asin\": \"B0842YT49J\", \"price\": \"$24.04\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon Only 6 left in stock - order soon.\"},\n{\"title\": \"Ziploc Double Zipper Freezer Bags - Quart - 4/54 Count\", \"asin\": \"B005NTRDI0\", \"price\": \"$22.90\", \"delivery\": \"FREE delivery Thu, Apr 17 Only 18 left in stock - order soon.\"},\n{\"title\": \"Ziploc Slider Freezer Bags, Stand-and-Fill with Expandable Bottom, Gallon, 72 Count, 24 Count (Pack of 3)\", \"asin\": \"B01FXMCWXC\", \"price\": \"$21.90\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc 94604 Double-Zipper Freezer Bags, 1gal, 2.7mil, Clear w/Label Panel (Case of 250)\", \"asin\": \"B0040ZOU0M\", \"price\": \"$45.91\", \"delivery\": \"FREE delivery Apr 9 - 11\"},\n{\"title\": \"Stand Up Pouch Bags, 6\\\" x 9\\\", Heavy Duty, 100 Pack, Clear Front with Aluminum Foil Back - Resealable Ziplock and Heat Sealable for Food Storage\", \"asin\": \"B06Y3Q9KJQ\", \"price\": \"$20.99\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Reli. 2 Gallon Freezer Bags (125 Count) 13x15 inch Freezer Bags 2 Gallon Jumbo | Double Zipper, Press to Seal, Write on Label | 2Gal Food Storage | Bulk, Extra Large, Clear\", \"asin\": \"B0B2388T62\", \"price\": \"$37.99\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM Or Non-members get FREE delivery Wed, Apr 9\"},\n{\"title\": \"Ziploc Freezer Bags, Pint Size - 20 ct - 2 pk\", \"asin\": \"B00J5IMMIG\", \"price\": \"$12.87\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"O2frepak 200 Quart Size 8\\\" x 12\\\" 4mil Thick Vacuum Sealer Bags with BPA Free and Puncture Prevention,Vacuum Seal Freezer Bags,Great for Sous Vide Vaccume Sealer PreCut Bags\", \"asin\": \"B07FVB1W5Q\", \"price\": \"$26.99\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Slider Bags, Power Shield Technology for More Durability, 42 Count\", \"asin\": \"B00J2LD2KS\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"24/7 Bags- Snack Freezer Bags - 300 Count with Expandable Bottom and New Calendar Feature, Easy Fill On The Go\", \"asin\": \"B0CRGB3P33\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Zipseal Gallon Bags - Compostable, PFOA-Free, BPA-Free, Food-Safe Zip Seal Food Storage Bags/Freezer-Safe Gallon Bags With Secure Seal for Home & Travel (2-pack, 50 bags total)\", \"asin\": \"B0BLJ41Y82\", \"price\": \"$21.30\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hefty Slider Jumbo Storage Bags, 2.5 Gallon Size, 15 Count (Pack of 3), 45 Total\", \"asin\": \"B0741C6N93\", \"price\": \"$15.89\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:30:41.557Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-04T20:30:41.557Z
|
click_product
|
B019ZTZTVQ
|
rule
|
train
| 3,026
|
2025-04-04T20:30:41.557Z
|
click_product
|
B019ZTZTVQ
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:54.467Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-29T23:53:44.458Z", "action": "input", "action_argument": "hair dryer pana"}
{"timestamp": "2025-03-29T23:53:51.881Z", "action": "input", "action_argument": "hair dryer panasonic ioic"}
{"timestamp": "2025-03-29T23:53:52.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:53:55.766Z", "action": "input", "action_argument": "hair dryer panasonic ionic"}
{"timestamp": "2025-03-29T23:53:55.843Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:54:48.058Z", "action": "click_product", "action_argument": "B0B33685G3"}
{"timestamp": "2025-03-29T23:55:10.398Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-29T23:55:50.002Z", "action": "purchase", "action_argument": "B0DR5B8SSV, B01BB6YL60"}
{"timestamp": "2025-04-01T21:27:35.654Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-01T21:27:52.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T21:28:03.345Z", "action": "purchase", "action_argument": "B0DHHCQ6W8"}
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "freezer bags"}],
"promotion_items": [{"title": "Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count\n80 Count", "asin": "B019ZTZTVQ", "price": "$9.57", "quantity": ""},
{"title": "Ziploc Food Storage and Sandwich Bags Variety Pack, Stay Open Design with Stand-Up Bottom, Easy to Fill, 166 Bags Total", "asin": "B0BJH8Q5N5", "price": "$25.23", "quantity": ""},
{"title": "Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count\n28 Count", "asin": "B003UEGZNE", "price": "$5.99", "quantity": ""},
{"title": "Polyethylene, Polypropylene, Dye, and Ink.\n34 Count", "asin": "B00J0419NO", "price": "$8.69", "quantity": ""},
{"title": "Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count\n80 Count", "asin": "B019ZTZTVQ", "price": "$9.57", "quantity": ""},
{"title": "Ziploc Food Storage and Sandwich Bags Variety Pack, Stay Open Design with Stand-Up Bottom, Easy to Fill, 166 Bags Total", "asin": "B0BJH8Q5N5", "price": "$25.23", "quantity": ""},
{"title": "Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count\n28 Count", "asin": "B003UEGZNE", "price": "$5.99", "quantity": ""},
{"title": "Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Bags Total\n60 Count", "asin": "B0DGN3JPG4", "price": "$10.99", "quantity": ""}],
"ads": [{"title": "Freezer Bags", "asin": "B07PZ8HLWD"},
{"title": "Sandwich & Snack Bags", "asin": "B00HG1GGUY"},
{"title": "Endurables Reusable Bags", "asin": "B09DZ5KND9"}],
"search_results": [{"title": "Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Count", "asin": "B00CQAHOCO", "price": "$9.69", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup"},
{"title": "Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count", "asin": "B019ZTZTVQ", "price": "$9.57", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count", "asin": "B003UEGZNE", "price": "$5.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Food Storage and Sandwich Bags Variety Pack, Stay Open Design with Stand-Up Bottom, Easy to Fill, 166 Bags Total", "asin": "B0BJH8Q5N5", "price": "$25.23", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Polyethylene, Polypropylene, Dye, and Ink.", "asin": "B00J0419NO", "price": "$8.69", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$9.70", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count", "asin": "B003UEGZNE", "price": "$5.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Hefty Slider Freezer Kitchen Storage Bags, Gallon Size, 56 Count", "asin": "B01JLPJM7G", "price": "$7.58", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Pint Food Storage Freezer Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 20 Count", "asin": "B000R91CLA", "price": "$4.99", "delivery": " $3.99 delivery Today 4 PM - 6 PM on orders over $80"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup"},
{"title": "Amazon Basics Slider Quart Food Storage Bags, 120 Count (Previously Solimo)", "asin": "B093X7TBT8", "price": "$10.23", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Bags Total", "asin": "B0DGN3JPG4", "price": "$10.99", "delivery": "FREE delivery Thu, Apr 10 on $35 of items shipped by Amazon"},
{"title": "Lerine 6 Pack Reusable Gallon Freezer Bags Dishwasher Safe, BPA Free Reusable 1 Gallon Bags Silicone, Leakproof Reusable Storage Bags for Marinate Meats, Cereal, Vegetables, Home Organization(Grey)", "asin": "B09WMDJMJC", "price": "$13.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "IDEATECH Dishwasher Safe Gallon Bags Stand Up, Leakproof Reusable Gallon Freezer Bags, Large Reusable Bags, BPA Plastic Free Reusable Food Storage Bags for Meats, Veggies(6 Pack)", "asin": "B0CPSQBD2N", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Lerine 12 Pack Reusable Gallon Freezer Bags Dishwasher Microwave Safe, Stand Up Reusable Freezer Bags 1 Gallon Silicone and BPA Free, Leakproof Food Storage Bags for Meal Prep, Kitchen Organization", "asin": "B0CXHXK1NK", "price": "$13.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Gallon Food Storage Bags, 120 Count", "asin": "B093WMWKBP", "price": "$12.18", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Gallon Food Storage Freezer Slider Bags, Power Shield Technology for More Durability, 28 Bags Total", "asin": "B0DGNDYV95", "price": "$5.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 24 Bags Total", "asin": "B0DGN8SZRX", "price": "$4.31", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Glad Zipper Freezer Storage Plastic Bags, Quart, 20 Count (Packaging May Vary)", "asin": "B000VB69FS", "price": "$2.66", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "365 by Whole Foods Market, Quart Double Zipper Freezer Bag, 40 Count", "asin": "B074H76C9W", "price": "$2.79", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup"},
{"title": "Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 100 Count", "asin": "B088XVM1HM", "price": "$12.48", "delivery": "Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "SPLF 6 Pack Reusable Gallon Freezer Bags Dishwasher Safe, BPA FREE Reusable Food Storage Bags, Extra Thick Leakproof Silicone and Plastic Free for Marinate Meats, Cereal, Sandwich, Snack, Travel Items", "asin": "B089GJRMFL", "price": "$12.59", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Wevac Vacuum Sealer Bags 8x50 Rolls 2 pack for Food Saver, Seal a Meal, Weston. Commercial Grade, BPA Free, Heavy Duty, Great for vac storage, Meal Prep or Sous Vide", "asin": "B07RKRK7FD", "price": "$16.19", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "24/7 Bags Reusable Gallon Storage Bags, 8 Pack, Double Zipper, 6 mils Thick, Freezer Safe, Zero BPA, Easy Open Tabs", "asin": "B0DKVRRGJ8", "price": "$8.49", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Lerine 20 Pack Reusable Freezer Bags Dishwasher Microwave Safe, Stand Up Silicone and BPA Free Reusable Sandwich Bags, Leakproof Reusable Food Storage Bags for Meal Prep - 8 Gallon 7 Sandwich 5 Snack", "asin": "B0CXHL2DMZ", "price": "$14.99", "delivery": "Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 100 Count", "asin": "B088XVM1HM", "price": "$12.48", "delivery": "Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count", "asin": "B088XP7F2B", "price": "$12.96", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Gallon Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 30 Count (Pack of 4)", "asin": "B07PZ8HLWD", "price": "$19.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Count", "asin": "B00CQAHOCO", "price": "$9.69", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup"},
{"title": "Amazon Basics Slider Quart Food Storage Bags, 120 Count (Previously Solimo)", "asin": "B093X7TBT8", "price": "$10.23", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "24 Reusable Food Storage Bags, Freezer Bags with Pack BPA FREE (8 Reusable Gallon Bags+8 Leakproof Reusable Sandwich Bags+8 Food Grade Snack Bags) EXTRA THICK Reusbale Lunch Bag for Salad Fruit", "asin": "B0C2VJ6L6R", "price": "$14.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Quart Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 75 Count", "asin": "B00CQG5QUA", "price": "$9.72", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup"},
{"title": "Ziploc Variety Pack 54 Freezer Quart Bags, 38 Freezer Gallon Bags, 125 Sandwich Bags, 52 Storage Gallon Bags Reusable Plastic Ziploc Bags with Zipper Closure, Red, Green, Blue", "asin": "B01IPIL5JS", "price": "$27.99", "delivery": "FREE delivery Tue, Apr 8 Only 1 left in stock - order soon."},
{"title": "Gallon Freezer Bags, Double Zipper Seal - 100 Count, Thick Resealable Plastic storage Bags - Reusable Gallon Storage Bags for Food Storage, Meat, Vegetables, Fruit - Microwave-Safe, Zero BPA - 2 Boxes", "asin": "B0CGJZH7KT", "price": "$15.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Two Gallon Food Storage Freezer Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 10 Count, Pack of 3 (30 Total Bags)", "asin": "B01FXMD402", "price": "$14.94", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Glad Zipper Freezer Storage Plastic Bags, Gallon, set of 4 x 40 bags -Package May Vary", "asin": "B00JC9TJSO", "price": "$14.37", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Lerine 6 Pack Reusable Gallon Freezer Bags Dishwasher Safe, BPA Free Reusable 1 Gallon Bags Silicone, Leakproof Reusable Storage Bags for Marinate Meats, Cereal, Vegetables, Home Organization(Grey)", "asin": "B09WMDJMJC", "price": "$13.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Hefty Freezer Slider Bags, Quart, 35 Count (Pack of 3)", "asin": "B00BIY8A0Y", "price": "$23.47", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Hefty Calendar Slider Gallon Freezer Bags, 1 Gallon Size Slider Bags with Stand and Fill Expandable Bottoms, Helps Prevent Freezer Burn, 25 Count (Pack of 4)", "asin": "B0B34YLF6V", "price": "$21.96", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Quart Freezer Bags - Double Zipper Seal -150 Count, (2 Packs of 75) Resealable Plastic Freezer Containers - Reusable Pouches for Food Storage, Meat, Fresh Vegetables, Fruit - Microwave-Safe, BPA Free", "asin": "B0CGKDKM9H", "price": "$15.70", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Quart Food Storage Freezer Slider Bags, Power Shield Technology for More Durability, 34 Count, Pack of 4 (136 Total Bags)", "asin": "B07Q1DBLX9", "price": "$23.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Gallon Slider Storage Bags- 100 Count, Featuring Expandable Bottom, Zero BPA, Microwave-Safe(4 boxes of 25)", "asin": "B08NCNGVFN", "price": "$21.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "24/7 Bags- Gallon Zip Storage Bags, 200 Count, Double Zipper Seal, Easy Grip Open Tabs, Write-On Space, BPA-Free & Heavy Duty, Microwave Safe, Non-StandUp", "asin": "B08NCLS8SS", "price": "$22.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "VacYaYa100 Quart 8 x 12 Inch Freezer Food Vacuum Sealer Storage Bags Size,Vac Seal a Meal Bags with BPA Free and Heavy Duty Sous Vide Vaccume Safe PreCut Bag", "asin": "B07RZKL34X", "price": "$17.99", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Hefty Slider Kitchen Storage Bags, Gallon Size, 66 Count", "asin": "B01JLPJM8U", "price": "$8.27", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Avid Armor Vacuum Sealer Bags Quart 8x12 Inch 100 Pack for Food Saver, Seal a Meal Vacuum Seal Machines, Commercial Grade Heavy Duty BPA Free for Sous Vide and Meal Prep Precut Storage Bag", "asin": "B01H0WLQAS", "price": "$15.80", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 120 Bags Total", "asin": "B07Q1DBVJ1", "price": "$14.35", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Gallon Food Storage Slider Bags, Power Shield Technology for More Durability, 68 Count", "asin": "B00HG1GGGS", "price": "$10.18", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc 2 Gallon Food Storage Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 36 Bags Total", "asin": "B01FXMD0WE", "price": "$26.78", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Half gallon Freezer Bags (144 ct.),, 144Count ()", "asin": "B017MK9JHU", "price": "$25.50", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Tue, Apr 8"},
{"title": "Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 16 Bags Total", "asin": "B0DGMXJPT3", "price": "$4.29", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Glad Flex'N Seal Freezer Storage Plastic Bags, Gallon, 28 Count (Package May Vary)", "asin": "B0842YT49J", "price": "$24.04", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon Only 6 left in stock - order soon."},
{"title": "Ziploc Double Zipper Freezer Bags - Quart - 4/54 Count", "asin": "B005NTRDI0", "price": "$22.90", "delivery": "FREE delivery Thu, Apr 17 Only 18 left in stock - order soon."},
{"title": "Ziploc Slider Freezer Bags, Stand-and-Fill with Expandable Bottom, Gallon, 72 Count, 24 Count (Pack of 3)", "asin": "B01FXMCWXC", "price": "$21.90", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc 94604 Double-Zipper Freezer Bags, 1gal, 2.7mil, Clear w/Label Panel (Case of 250)", "asin": "B0040ZOU0M", "price": "$45.91", "delivery": "FREE delivery Apr 9 - 11"},
{"title": "Stand Up Pouch Bags, 6\" x 9\", Heavy Duty, 100 Pack, Clear Front with Aluminum Foil Back - Resealable Ziplock and Heat Sealable for Food Storage", "asin": "B06Y3Q9KJQ", "price": "$20.99", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Reli. 2 Gallon Freezer Bags (125 Count) 13x15 inch Freezer Bags 2 Gallon Jumbo | Double Zipper, Press to Seal, Write on Label | 2Gal Food Storage | Bulk, Extra Large, Clear", "asin": "B0B2388T62", "price": "$37.99", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM Or Non-members get FREE delivery Wed, Apr 9"},
{"title": "Ziploc Freezer Bags, Pint Size - 20 ct - 2 pk", "asin": "B00J5IMMIG", "price": "$12.87", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "O2frepak 200 Quart Size 8\" x 12\" 4mil Thick Vacuum Sealer Bags with BPA Free and Puncture Prevention,Vacuum Seal Freezer Bags,Great for Sous Vide Vaccume Sealer PreCut Bags", "asin": "B07FVB1W5Q", "price": "$26.99", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Quart Food Storage Slider Bags, Power Shield Technology for More Durability, 42 Count", "asin": "B00J2LD2KS", "price": "$5.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "24/7 Bags- Snack Freezer Bags - 300 Count with Expandable Bottom and New Calendar Feature, Easy Fill On The Go", "asin": "B0CRGB3P33", "price": "$19.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Zipseal Gallon Bags - Compostable, PFOA-Free, BPA-Free, Food-Safe Zip Seal Food Storage Bags/Freezer-Safe Gallon Bags With Secure Seal for Home & Travel (2-pack, 50 bags total)", "asin": "B0BLJ41Y82", "price": "$21.30", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Hefty Slider Jumbo Storage Bags, 2.5 Gallon Size, 15 Count (Pack of 3), 45 Total", "asin": "B0741C6N93", "price": "$15.89", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-04T20:30:41.557Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-04T20:30:41.557Z\",\"action\": \"click_product\",\"acion_argument\": \"B019ZTZTVQ\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-04T20:30:41.557Z\",\"action\": \"click_product\",\"acion_argument\": \"B019ZTZTVQ\",}</answer>",
"index": 3026,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, 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10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc 2 Gallon Food Storage Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 36 Bags Total\", \"asin\": \"B01FXMD0WE\", \"price\": \"$26.78\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Half gallon Freezer Bags (144 ct.),, 144Count ()\", \"asin\": \"B017MK9JHU\", \"price\": \"$25.50\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Tue, Apr 8\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 16 Bags Total\", \"asin\": \"B0DGMXJPT3\", \"price\": \"$4.29\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Glad Flex'N Seal Freezer Storage Plastic Bags, Gallon, 28 Count (Package May Vary)\", \"asin\": \"B0842YT49J\", \"price\": \"$24.04\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon Only 6 left in stock - order soon.\"},\n{\"title\": \"Ziploc Double Zipper Freezer Bags - Quart - 4/54 Count\", \"asin\": \"B005NTRDI0\", \"price\": \"$22.90\", \"delivery\": \"FREE delivery Thu, Apr 17 Only 18 left in stock - order soon.\"},\n{\"title\": \"Ziploc Slider Freezer Bags, Stand-and-Fill with Expandable Bottom, Gallon, 72 Count, 24 Count (Pack of 3)\", \"asin\": \"B01FXMCWXC\", \"price\": \"$21.90\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc 94604 Double-Zipper Freezer Bags, 1gal, 2.7mil, Clear w/Label Panel (Case of 250)\", \"asin\": \"B0040ZOU0M\", \"price\": \"$45.91\", \"delivery\": \"FREE delivery Apr 9 - 11\"},\n{\"title\": \"Stand Up Pouch Bags, 6\\\" x 9\\\", Heavy Duty, 100 Pack, Clear Front with Aluminum Foil Back - Resealable Ziplock and Heat Sealable for Food Storage\", \"asin\": \"B06Y3Q9KJQ\", \"price\": \"$20.99\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Reli. 2 Gallon Freezer Bags (125 Count) 13x15 inch Freezer Bags 2 Gallon Jumbo | Double Zipper, Press to Seal, Write on Label | 2Gal Food Storage | Bulk, Extra Large, Clear\", \"asin\": \"B0B2388T62\", \"price\": \"$37.99\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM Or Non-members get FREE delivery Wed, Apr 9\"},\n{\"title\": \"Ziploc Freezer Bags, Pint Size - 20 ct - 2 pk\", \"asin\": \"B00J5IMMIG\", \"price\": \"$12.87\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"O2frepak 200 Quart Size 8\\\" x 12\\\" 4mil Thick Vacuum Sealer Bags with BPA Free and Puncture Prevention,Vacuum Seal Freezer Bags,Great for Sous Vide Vaccume Sealer PreCut Bags\", \"asin\": \"B07FVB1W5Q\", \"price\": \"$26.99\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Slider Bags, Power Shield Technology for More Durability, 42 Count\", \"asin\": \"B00J2LD2KS\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"24/7 Bags- Snack Freezer Bags - 300 Count with Expandable Bottom and New Calendar Feature, Easy Fill On The Go\", \"asin\": \"B0CRGB3P33\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Zipseal Gallon Bags - Compostable, PFOA-Free, BPA-Free, Food-Safe Zip Seal Food Storage Bags/Freezer-Safe Gallon Bags With Secure Seal for Home & Travel (2-pack, 50 bags total)\", \"asin\": \"B0BLJ41Y82\", \"price\": \"$21.30\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hefty Slider Jumbo Storage Bags, 2.5 Gallon Size, 15 Count (Pack of 3), 45 Total\", \"asin\": \"B0741C6N93\", \"price\": \"$15.89\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:30:41.557Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"freezer bags\"}],\n\"cart_items\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 16 Ounce Refill\", \"asin\": \"B0DHHCQ6W8\", \"price\": \"$13.69\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$3.19\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count\\n80 Count\", \"asin\": \"B019ZTZTVQ\", \"price\": \"$9.57\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Food Storage and Sandwich Bags Variety Pack, Stay Open Design with Stand-Up Bottom, Easy to Fill, 166 Bags Total\", \"asin\": \"B0BJH8Q5N5\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count\\n28 Count\", \"asin\": \"B003UEGZNE\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Polyethylene, Polypropylene, Dye, and Ink.\\n34 Count\", \"asin\": \"B00J0419NO\", \"price\": \"$8.69\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count\\n80 Count\", \"asin\": \"B019ZTZTVQ\", \"price\": \"$9.57\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Food Storage and Sandwich Bags Variety Pack, Stay Open Design with Stand-Up Bottom, Easy to Fill, 166 Bags Total\", \"asin\": \"B0BJH8Q5N5\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count\\n28 Count\", \"asin\": \"B003UEGZNE\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Bags Total\\n60 Count\", \"asin\": \"B0DGN3JPG4\", \"price\": \"$10.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Freezer Bags\", \"asin\": \"B07PZ8HLWD\"},\n{\"title\": \"Sandwich & Snack Bags\", \"asin\": \"B00HG1GGUY\"},\n{\"title\": \"Endurables Reusable Bags\", \"asin\": \"B09DZ5KND9\"}],\n\"search_results\": [{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Count\", \"asin\": \"B00CQAHOCO\", \"price\": \"$9.69\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup\"},\n{\"title\": \"Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count\", \"asin\": \"B019ZTZTVQ\", \"price\": \"$9.57\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count\", \"asin\": \"B003UEGZNE\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Food Storage and Sandwich Bags Variety Pack, Stay Open Design with Stand-Up Bottom, Easy to Fill, 166 Bags Total\", \"asin\": \"B0BJH8Q5N5\", \"price\": \"$25.23\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Polyethylene, Polypropylene, Dye, and Ink.\", \"asin\": \"B00J0419NO\", \"price\": \"$8.69\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$9.70\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count\", \"asin\": \"B003UEGZNE\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hefty Slider Freezer Kitchen Storage Bags, Gallon Size, 56 Count\", \"asin\": \"B01JLPJM7G\", \"price\": \"$7.58\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Pint Food Storage Freezer Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 20 Count\", \"asin\": \"B000R91CLA\", \"price\": \"$4.99\", \"delivery\": \" $3.99 delivery Today 4 PM - 6 PM on orders over $80\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup\"},\n{\"title\": \"Amazon Basics Slider Quart Food Storage Bags, 120 Count (Previously Solimo)\", \"asin\": \"B093X7TBT8\", \"price\": \"$10.23\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Bags Total\", \"asin\": \"B0DGN3JPG4\", \"price\": \"$10.99\", \"delivery\": \"FREE delivery Thu, Apr 10 on $35 of items shipped by Amazon\"},\n{\"title\": \"Lerine 6 Pack Reusable Gallon Freezer Bags Dishwasher Safe, BPA Free Reusable 1 Gallon Bags Silicone, Leakproof Reusable Storage Bags for Marinate Meats, Cereal, Vegetables, Home Organization(Grey)\", \"asin\": \"B09WMDJMJC\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"IDEATECH Dishwasher Safe Gallon Bags Stand Up, Leakproof Reusable Gallon Freezer Bags, Large Reusable Bags, BPA Plastic Free Reusable Food Storage Bags for Meats, Veggies(6 Pack)\", \"asin\": \"B0CPSQBD2N\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Lerine 12 Pack Reusable Gallon Freezer Bags Dishwasher Microwave Safe, Stand Up Reusable Freezer Bags 1 Gallon Silicone and BPA Free, Leakproof Food Storage Bags for Meal Prep, Kitchen Organization\", \"asin\": \"B0CXHXK1NK\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Gallon Food Storage Bags, 120 Count\", \"asin\": \"B093WMWKBP\", \"price\": \"$12.18\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Slider Bags, Power Shield Technology for More Durability, 28 Bags Total\", \"asin\": \"B0DGNDYV95\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 24 Bags Total\", \"asin\": \"B0DGN8SZRX\", \"price\": \"$4.31\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Glad Zipper Freezer Storage Plastic Bags, Quart, 20 Count (Packaging May Vary)\", \"asin\": \"B000VB69FS\", \"price\": \"$2.66\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"365 by Whole Foods Market, Quart Double Zipper Freezer Bag, 40 Count\", \"asin\": \"B074H76C9W\", \"price\": \"$2.79\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 100 Count\", \"asin\": \"B088XVM1HM\", \"price\": \"$12.48\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"SPLF 6 Pack Reusable Gallon Freezer Bags Dishwasher Safe, BPA FREE Reusable Food Storage Bags, Extra Thick Leakproof Silicone and Plastic Free for Marinate Meats, Cereal, Sandwich, Snack, Travel Items\", \"asin\": \"B089GJRMFL\", \"price\": \"$12.59\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Wevac Vacuum Sealer Bags 8x50 Rolls 2 pack for Food Saver, Seal a Meal, Weston. Commercial Grade, BPA Free, Heavy Duty, Great for vac storage, Meal Prep or Sous Vide\", \"asin\": \"B07RKRK7FD\", \"price\": \"$16.19\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"24/7 Bags Reusable Gallon Storage Bags, 8 Pack, Double Zipper, 6 mils Thick, Freezer Safe, Zero BPA, Easy Open Tabs\", \"asin\": \"B0DKVRRGJ8\", \"price\": \"$8.49\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Lerine 20 Pack Reusable Freezer Bags Dishwasher Microwave Safe, Stand Up Silicone and BPA Free Reusable Sandwich Bags, Leakproof Reusable Food Storage Bags for Meal Prep - 8 Gallon 7 Sandwich 5 Snack\", \"asin\": \"B0CXHL2DMZ\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 100 Count\", \"asin\": \"B088XVM1HM\", \"price\": \"$12.48\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count\", \"asin\": \"B088XP7F2B\", \"price\": \"$12.96\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 30 Count (Pack of 4)\", \"asin\": \"B07PZ8HLWD\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Count\", \"asin\": \"B00CQAHOCO\", \"price\": \"$9.69\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup\"},\n{\"title\": \"Amazon Basics Slider Quart Food Storage Bags, 120 Count (Previously Solimo)\", \"asin\": \"B093X7TBT8\", \"price\": \"$10.23\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"24 Reusable Food Storage Bags, Freezer Bags with Pack BPA FREE (8 Reusable Gallon Bags+8 Leakproof Reusable Sandwich Bags+8 Food Grade Snack Bags) EXTRA THICK Reusbale Lunch Bag for Salad Fruit\", \"asin\": \"B0C2VJ6L6R\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 75 Count\", \"asin\": \"B00CQG5QUA\", \"price\": \"$9.72\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup\"},\n{\"title\": \"Ziploc Variety Pack 54 Freezer Quart Bags, 38 Freezer Gallon Bags, 125 Sandwich Bags, 52 Storage Gallon Bags Reusable Plastic Ziploc Bags with Zipper Closure, Red, Green, Blue\", \"asin\": \"B01IPIL5JS\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Tue, Apr 8 Only 1 left in stock - order soon.\"},\n{\"title\": \"Gallon Freezer Bags, Double Zipper Seal - 100 Count, Thick Resealable Plastic storage Bags - Reusable Gallon Storage Bags for Food Storage, Meat, Vegetables, Fruit - Microwave-Safe, Zero BPA - 2 Boxes\", \"asin\": \"B0CGJZH7KT\", \"price\": \"$15.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Two Gallon Food Storage Freezer Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 10 Count, Pack of 3 (30 Total Bags)\", \"asin\": \"B01FXMD402\", \"price\": \"$14.94\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Glad Zipper Freezer Storage Plastic Bags, Gallon, set of 4 x 40 bags -Package May Vary\", \"asin\": \"B00JC9TJSO\", \"price\": \"$14.37\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Lerine 6 Pack Reusable Gallon Freezer Bags Dishwasher Safe, BPA Free Reusable 1 Gallon Bags Silicone, Leakproof Reusable Storage Bags for Marinate Meats, Cereal, Vegetables, Home Organization(Grey)\", \"asin\": \"B09WMDJMJC\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hefty Freezer Slider Bags, Quart, 35 Count (Pack of 3)\", \"asin\": \"B00BIY8A0Y\", \"price\": \"$23.47\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hefty Calendar Slider Gallon Freezer Bags, 1 Gallon Size Slider Bags with Stand and Fill Expandable Bottoms, Helps Prevent Freezer Burn, 25 Count (Pack of 4)\", \"asin\": \"B0B34YLF6V\", \"price\": \"$21.96\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Quart Freezer Bags - Double Zipper Seal -150 Count, (2 Packs of 75) Resealable Plastic Freezer Containers - Reusable Pouches for Food Storage, Meat, Fresh Vegetables, Fruit - Microwave-Safe, BPA Free\", \"asin\": \"B0CGKDKM9H\", \"price\": \"$15.70\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Slider Bags, Power Shield Technology for More Durability, 34 Count, Pack of 4 (136 Total Bags)\", \"asin\": \"B07Q1DBLX9\", \"price\": \"$23.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Gallon Slider Storage Bags- 100 Count, Featuring Expandable Bottom, Zero BPA, Microwave-Safe(4 boxes of 25)\", \"asin\": \"B08NCNGVFN\", \"price\": \"$21.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"24/7 Bags- Gallon Zip Storage Bags, 200 Count, Double Zipper Seal, Easy Grip Open Tabs, Write-On Space, BPA-Free & Heavy Duty, Microwave Safe, Non-StandUp\", \"asin\": \"B08NCLS8SS\", \"price\": \"$22.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"VacYaYa100 Quart 8 x 12 Inch Freezer Food Vacuum Sealer Storage Bags Size,Vac Seal a Meal Bags with BPA Free and Heavy Duty Sous Vide Vaccume Safe PreCut Bag\", \"asin\": \"B07RZKL34X\", \"price\": \"$17.99\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hefty Slider Kitchen Storage Bags, Gallon Size, 66 Count\", \"asin\": \"B01JLPJM8U\", \"price\": \"$8.27\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Avid Armor Vacuum Sealer Bags Quart 8x12 Inch 100 Pack for Food Saver, Seal a Meal Vacuum Seal Machines, Commercial Grade Heavy Duty BPA Free for Sous Vide and Meal Prep Precut Storage Bag\", \"asin\": \"B01H0WLQAS\", \"price\": \"$15.80\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 120 Bags Total\", \"asin\": \"B07Q1DBVJ1\", \"price\": \"$14.35\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Slider Bags, Power Shield Technology for More Durability, 68 Count\", \"asin\": \"B00HG1GGGS\", \"price\": \"$10.18\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc 2 Gallon Food Storage Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 36 Bags Total\", \"asin\": \"B01FXMD0WE\", \"price\": \"$26.78\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Half gallon Freezer Bags (144 ct.),, 144Count ()\", \"asin\": \"B017MK9JHU\", \"price\": \"$25.50\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Tue, Apr 8\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 16 Bags Total\", \"asin\": \"B0DGMXJPT3\", \"price\": \"$4.29\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Glad Flex'N Seal Freezer Storage Plastic Bags, Gallon, 28 Count (Package May Vary)\", \"asin\": \"B0842YT49J\", \"price\": \"$24.04\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon Only 6 left in stock - order soon.\"},\n{\"title\": \"Ziploc Double Zipper Freezer Bags - Quart - 4/54 Count\", \"asin\": \"B005NTRDI0\", \"price\": \"$22.90\", \"delivery\": \"FREE delivery Thu, Apr 17 Only 18 left in stock - order soon.\"},\n{\"title\": \"Ziploc Slider Freezer Bags, Stand-and-Fill with Expandable Bottom, Gallon, 72 Count, 24 Count (Pack of 3)\", \"asin\": \"B01FXMCWXC\", \"price\": \"$21.90\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc 94604 Double-Zipper Freezer Bags, 1gal, 2.7mil, Clear w/Label Panel (Case of 250)\", \"asin\": \"B0040ZOU0M\", \"price\": \"$45.91\", \"delivery\": \"FREE delivery Apr 9 - 11\"},\n{\"title\": \"Stand Up Pouch Bags, 6\\\" x 9\\\", Heavy Duty, 100 Pack, Clear Front with Aluminum Foil Back - Resealable Ziplock and Heat Sealable for Food Storage\", \"asin\": \"B06Y3Q9KJQ\", \"price\": \"$20.99\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Reli. 2 Gallon Freezer Bags (125 Count) 13x15 inch Freezer Bags 2 Gallon Jumbo | Double Zipper, Press to Seal, Write on Label | 2Gal Food Storage | Bulk, Extra Large, Clear\", \"asin\": \"B0B2388T62\", \"price\": \"$37.99\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM Or Non-members get FREE delivery Wed, Apr 9\"},\n{\"title\": \"Ziploc Freezer Bags, Pint Size - 20 ct - 2 pk\", \"asin\": \"B00J5IMMIG\", \"price\": \"$12.87\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"O2frepak 200 Quart Size 8\\\" x 12\\\" 4mil Thick Vacuum Sealer Bags with BPA Free and Puncture Prevention,Vacuum Seal Freezer Bags,Great for Sous Vide Vaccume Sealer PreCut Bags\", \"asin\": \"B07FVB1W5Q\", \"price\": \"$26.99\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Slider Bags, Power Shield Technology for More Durability, 42 Count\", \"asin\": \"B00J2LD2KS\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"24/7 Bags- Snack Freezer Bags - 300 Count with Expandable Bottom and New Calendar Feature, Easy Fill On The Go\", \"asin\": \"B0CRGB3P33\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Zipseal Gallon Bags - Compostable, PFOA-Free, BPA-Free, Food-Safe Zip Seal Food Storage Bags/Freezer-Safe Gallon Bags With Secure Seal for Home & Travel (2-pack, 50 bags total)\", \"asin\": \"B0BLJ41Y82\", \"price\": \"$21.30\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hefty Slider Jumbo Storage Bags, 2.5 Gallon Size, 15 Count (Pack of 3), 45 Total\", \"asin\": \"B0741C6N93\", \"price\": \"$15.89\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:31:05.988Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-04T20:31:05.988Z
|
purchase
|
B074H73J1Q
|
rule
|
train
| 3,027
|
2025-04-04T20:31:05.988Z
|
purchase
|
B074H73J1Q
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-03-27T21:36:45.430Z", "action": "input", "action_argument": "chicken breast"}
{"timestamp": "2025-03-27T21:36:49.246Z", "action": "input", "action_argument": "beef"}
{"timestamp": "2025-03-27T21:36:49.688Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-27T21:36:57.947Z", "action": "click_product", "action_argument": "B01H0AI64Y"}
{"timestamp": "2025-03-27T21:37:05.710Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:35.447Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:38.971Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-03-27T21:37:43.834Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-27T21:38:43.586Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:38:44.600Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-03-27T21:39:26.952Z", "action": "input", "action_argument": "ziploc"}
{"timestamp": "2025-03-27T21:39:27.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:50:35.316Z", "action": "input", "action_argument": "hair dryer"}
{"timestamp": "2025-03-29T23:50:35.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:51:10.024Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-03-29T23:51:39.517Z", "action": "click_product", "action_argument": "B0DR5B3C7X"}
{"timestamp": "2025-03-29T23:51:49.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-03-29T23:51:54.062Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:51:57.744Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:01.820Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-03-29T23:52:05.683Z", "action": "purchase", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-03-29T23:52:19.891Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:51.250Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:52:54.357Z", "action": "input", "action_argument": "vegetable chopper"}
{"timestamp": "2025-03-29T23:52:54.467Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-03-29T23:53:44.458Z", "action": "input", "action_argument": "hair dryer pana"}
{"timestamp": "2025-03-29T23:53:51.881Z", "action": "input", "action_argument": "hair dryer panasonic ioic"}
{"timestamp": "2025-03-29T23:53:52.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:53:55.766Z", "action": "input", "action_argument": "hair dryer panasonic ionic"}
{"timestamp": "2025-03-29T23:53:55.843Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-03-29T23:54:48.058Z", "action": "click_product", "action_argument": "B0B33685G3"}
{"timestamp": "2025-03-29T23:55:10.398Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-03-29T23:55:50.002Z", "action": "purchase", "action_argument": "B0DR5B8SSV, B01BB6YL60"}
{"timestamp": "2025-04-01T21:27:35.654Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-01T21:27:52.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T21:28:03.345Z", "action": "purchase", "action_argument": "B0DHHCQ6W8"}
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "freezer bags"}],
"cart_items": [{"title": "Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary", "asin": "B000052XFC", "price": "$16.30", "quantity": "1"},
{"title": "CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 16 Ounce Refill", "asin": "B0DHHCQ6W8", "price": "$13.69", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
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{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$3.19"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
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{"title": "Ziploc Food Storage and Sandwich Bags Variety Pack, Stay Open Design with Stand-Up Bottom, Easy to Fill, 166 Bags Total", "asin": "B0BJH8Q5N5", "price": "$25.23", "quantity": ""},
{"title": "Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count\n28 Count", "asin": "B003UEGZNE", "price": "$5.99", "quantity": ""},
{"title": "Polyethylene, Polypropylene, Dye, and Ink.\n34 Count", "asin": "B00J0419NO", "price": "$8.69", "quantity": ""},
{"title": "Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count\n80 Count", "asin": "B019ZTZTVQ", "price": "$9.57", "quantity": ""},
{"title": "Ziploc Food Storage and Sandwich Bags Variety Pack, Stay Open Design with Stand-Up Bottom, Easy to Fill, 166 Bags Total", "asin": "B0BJH8Q5N5", "price": "$25.23", "quantity": ""},
{"title": "Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count\n28 Count", "asin": "B003UEGZNE", "price": "$5.99", "quantity": ""},
{"title": "Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Bags Total\n60 Count", "asin": "B0DGN3JPG4", "price": "$10.99", "quantity": ""}],
"ads": [{"title": "Freezer Bags", "asin": "B07PZ8HLWD"},
{"title": "Sandwich & Snack Bags", "asin": "B00HG1GGUY"},
{"title": "Endurables Reusable Bags", "asin": "B09DZ5KND9"}],
"search_results": [{"title": "Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Count", "asin": "B00CQAHOCO", "price": "$9.69", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup"},
{"title": "Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count", "asin": "B019ZTZTVQ", "price": "$9.57", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count", "asin": "B003UEGZNE", "price": "$5.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Food Storage and Sandwich Bags Variety Pack, Stay Open Design with Stand-Up Bottom, Easy to Fill, 166 Bags Total", "asin": "B0BJH8Q5N5", "price": "$25.23", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Polyethylene, Polypropylene, Dye, and Ink.", "asin": "B00J0419NO", "price": "$8.69", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$9.70", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count", "asin": "B003UEGZNE", "price": "$5.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Hefty Slider Freezer Kitchen Storage Bags, Gallon Size, 56 Count", "asin": "B01JLPJM7G", "price": "$7.58", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Pint Food Storage Freezer Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 20 Count", "asin": "B000R91CLA", "price": "$4.99", "delivery": " $3.99 delivery Today 4 PM - 6 PM on orders over $80"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup"},
{"title": "Amazon Basics Slider Quart Food Storage Bags, 120 Count (Previously Solimo)", "asin": "B093X7TBT8", "price": "$10.23", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Bags Total", "asin": "B0DGN3JPG4", "price": "$10.99", "delivery": "FREE delivery Thu, Apr 10 on $35 of items shipped by Amazon"},
{"title": "Lerine 6 Pack Reusable Gallon Freezer Bags Dishwasher Safe, BPA Free Reusable 1 Gallon Bags Silicone, Leakproof Reusable Storage Bags for Marinate Meats, Cereal, Vegetables, Home Organization(Grey)", "asin": "B09WMDJMJC", "price": "$13.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "IDEATECH Dishwasher Safe Gallon Bags Stand Up, Leakproof Reusable Gallon Freezer Bags, Large Reusable Bags, BPA Plastic Free Reusable Food Storage Bags for Meats, Veggies(6 Pack)", "asin": "B0CPSQBD2N", "price": "$9.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Lerine 12 Pack Reusable Gallon Freezer Bags Dishwasher Microwave Safe, Stand Up Reusable Freezer Bags 1 Gallon Silicone and BPA Free, Leakproof Food Storage Bags for Meal Prep, Kitchen Organization", "asin": "B0CXHXK1NK", "price": "$13.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Gallon Food Storage Bags, 120 Count", "asin": "B093WMWKBP", "price": "$12.18", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Gallon Food Storage Freezer Slider Bags, Power Shield Technology for More Durability, 28 Bags Total", "asin": "B0DGNDYV95", "price": "$5.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 24 Bags Total", "asin": "B0DGN8SZRX", "price": "$4.31", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Glad Zipper Freezer Storage Plastic Bags, Quart, 20 Count (Packaging May Vary)", "asin": "B000VB69FS", "price": "$2.66", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "365 by Whole Foods Market, Quart Double Zipper Freezer Bag, 40 Count", "asin": "B074H76C9W", "price": "$2.79", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup"},
{"title": "Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 100 Count", "asin": "B088XVM1HM", "price": "$12.48", "delivery": "Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "SPLF 6 Pack Reusable Gallon Freezer Bags Dishwasher Safe, BPA FREE Reusable Food Storage Bags, Extra Thick Leakproof Silicone and Plastic Free for Marinate Meats, Cereal, Sandwich, Snack, Travel Items", "asin": "B089GJRMFL", "price": "$12.59", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Wevac Vacuum Sealer Bags 8x50 Rolls 2 pack for Food Saver, Seal a Meal, Weston. Commercial Grade, BPA Free, Heavy Duty, Great for vac storage, Meal Prep or Sous Vide", "asin": "B07RKRK7FD", "price": "$16.19", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "24/7 Bags Reusable Gallon Storage Bags, 8 Pack, Double Zipper, 6 mils Thick, Freezer Safe, Zero BPA, Easy Open Tabs", "asin": "B0DKVRRGJ8", "price": "$8.49", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Lerine 20 Pack Reusable Freezer Bags Dishwasher Microwave Safe, Stand Up Silicone and BPA Free Reusable Sandwich Bags, Leakproof Reusable Food Storage Bags for Meal Prep - 8 Gallon 7 Sandwich 5 Snack", "asin": "B0CXHL2DMZ", "price": "$14.99", "delivery": "Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 100 Count", "asin": "B088XVM1HM", "price": "$12.48", "delivery": "Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count", "asin": "B088XP7F2B", "price": "$12.96", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Gallon Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 30 Count (Pack of 4)", "asin": "B07PZ8HLWD", "price": "$19.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Count", "asin": "B00CQAHOCO", "price": "$9.69", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup"},
{"title": "Amazon Basics Slider Quart Food Storage Bags, 120 Count (Previously Solimo)", "asin": "B093X7TBT8", "price": "$10.23", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "24 Reusable Food Storage Bags, Freezer Bags with Pack BPA FREE (8 Reusable Gallon Bags+8 Leakproof Reusable Sandwich Bags+8 Food Grade Snack Bags) EXTRA THICK Reusbale Lunch Bag for Salad Fruit", "asin": "B0C2VJ6L6R", "price": "$14.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Quart Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 75 Count", "asin": "B00CQG5QUA", "price": "$9.72", "delivery": " $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup"},
{"title": "Ziploc Variety Pack 54 Freezer Quart Bags, 38 Freezer Gallon Bags, 125 Sandwich Bags, 52 Storage Gallon Bags Reusable Plastic Ziploc Bags with Zipper Closure, Red, Green, Blue", "asin": "B01IPIL5JS", "price": "$27.99", "delivery": "FREE delivery Tue, Apr 8 Only 1 left in stock - order soon."},
{"title": "Gallon Freezer Bags, Double Zipper Seal - 100 Count, Thick Resealable Plastic storage Bags - Reusable Gallon Storage Bags for Food Storage, Meat, Vegetables, Fruit - Microwave-Safe, Zero BPA - 2 Boxes", "asin": "B0CGJZH7KT", "price": "$15.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Two Gallon Food Storage Freezer Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 10 Count, Pack of 3 (30 Total Bags)", "asin": "B01FXMD402", "price": "$14.94", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Glad Zipper Freezer Storage Plastic Bags, Gallon, set of 4 x 40 bags -Package May Vary", "asin": "B00JC9TJSO", "price": "$14.37", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Lerine 6 Pack Reusable Gallon Freezer Bags Dishwasher Safe, BPA Free Reusable 1 Gallon Bags Silicone, Leakproof Reusable Storage Bags for Marinate Meats, Cereal, Vegetables, Home Organization(Grey)", "asin": "B09WMDJMJC", "price": "$13.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Hefty Freezer Slider Bags, Quart, 35 Count (Pack of 3)", "asin": "B00BIY8A0Y", "price": "$23.47", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Hefty Calendar Slider Gallon Freezer Bags, 1 Gallon Size Slider Bags with Stand and Fill Expandable Bottoms, Helps Prevent Freezer Burn, 25 Count (Pack of 4)", "asin": "B0B34YLF6V", "price": "$21.96", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Quart Freezer Bags - Double Zipper Seal -150 Count, (2 Packs of 75) Resealable Plastic Freezer Containers - Reusable Pouches for Food Storage, Meat, Fresh Vegetables, Fruit - Microwave-Safe, BPA Free", "asin": "B0CGKDKM9H", "price": "$15.70", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Quart Food Storage Freezer Slider Bags, Power Shield Technology for More Durability, 34 Count, Pack of 4 (136 Total Bags)", "asin": "B07Q1DBLX9", "price": "$23.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Gallon Slider Storage Bags- 100 Count, Featuring Expandable Bottom, Zero BPA, Microwave-Safe(4 boxes of 25)", "asin": "B08NCNGVFN", "price": "$21.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "24/7 Bags- Gallon Zip Storage Bags, 200 Count, Double Zipper Seal, Easy Grip Open Tabs, Write-On Space, BPA-Free & Heavy Duty, Microwave Safe, Non-StandUp", "asin": "B08NCLS8SS", "price": "$22.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "VacYaYa100 Quart 8 x 12 Inch Freezer Food Vacuum Sealer Storage Bags Size,Vac Seal a Meal Bags with BPA Free and Heavy Duty Sous Vide Vaccume Safe PreCut Bag", "asin": "B07RZKL34X", "price": "$17.99", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Hefty Slider Kitchen Storage Bags, Gallon Size, 66 Count", "asin": "B01JLPJM8U", "price": "$8.27", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Avid Armor Vacuum Sealer Bags Quart 8x12 Inch 100 Pack for Food Saver, Seal a Meal Vacuum Seal Machines, Commercial Grade Heavy Duty BPA Free for Sous Vide and Meal Prep Precut Storage Bag", "asin": "B01H0WLQAS", "price": "$15.80", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 120 Bags Total", "asin": "B07Q1DBVJ1", "price": "$14.35", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Gallon Food Storage Slider Bags, Power Shield Technology for More Durability, 68 Count", "asin": "B00HG1GGGS", "price": "$10.18", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc 2 Gallon Food Storage Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 36 Bags Total", "asin": "B01FXMD0WE", "price": "$26.78", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Half gallon Freezer Bags (144 ct.),, 144Count ()", "asin": "B017MK9JHU", "price": "$25.50", "delivery": "FREE delivery Apr 16 - 17 Or fastest delivery Tue, Apr 8"},
{"title": "Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 16 Bags Total", "asin": "B0DGMXJPT3", "price": "$4.29", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Glad Flex'N Seal Freezer Storage Plastic Bags, Gallon, 28 Count (Package May Vary)", "asin": "B0842YT49J", "price": "$24.04", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon Only 6 left in stock - order soon."},
{"title": "Ziploc Double Zipper Freezer Bags - Quart - 4/54 Count", "asin": "B005NTRDI0", "price": "$22.90", "delivery": "FREE delivery Thu, Apr 17 Only 18 left in stock - order soon."},
{"title": "Ziploc Slider Freezer Bags, Stand-and-Fill with Expandable Bottom, Gallon, 72 Count, 24 Count (Pack of 3)", "asin": "B01FXMCWXC", "price": "$21.90", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc 94604 Double-Zipper Freezer Bags, 1gal, 2.7mil, Clear w/Label Panel (Case of 250)", "asin": "B0040ZOU0M", "price": "$45.91", "delivery": "FREE delivery Apr 9 - 11"},
{"title": "Stand Up Pouch Bags, 6\" x 9\", Heavy Duty, 100 Pack, Clear Front with Aluminum Foil Back - Resealable Ziplock and Heat Sealable for Food Storage", "asin": "B06Y3Q9KJQ", "price": "$20.99", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Reli. 2 Gallon Freezer Bags (125 Count) 13x15 inch Freezer Bags 2 Gallon Jumbo | Double Zipper, Press to Seal, Write on Label | 2Gal Food Storage | Bulk, Extra Large, Clear", "asin": "B0B2388T62", "price": "$37.99", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM Or Non-members get FREE delivery Wed, Apr 9"},
{"title": "Ziploc Freezer Bags, Pint Size - 20 ct - 2 pk", "asin": "B00J5IMMIG", "price": "$12.87", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "O2frepak 200 Quart Size 8\" x 12\" 4mil Thick Vacuum Sealer Bags with BPA Free and Puncture Prevention,Vacuum Seal Freezer Bags,Great for Sous Vide Vaccume Sealer PreCut Bags", "asin": "B07FVB1W5Q", "price": "$26.99", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Ziploc Quart Food Storage Slider Bags, Power Shield Technology for More Durability, 42 Count", "asin": "B00J2LD2KS", "price": "$5.99", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "24/7 Bags- Snack Freezer Bags - 300 Count with Expandable Bottom and New Calendar Feature, Easy Fill On The Go", "asin": "B0CRGB3P33", "price": "$19.99", "delivery": "Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Zipseal Gallon Bags - Compostable, PFOA-Free, BPA-Free, Food-Safe Zip Seal Food Storage Bags/Freezer-Safe Gallon Bags With Secure Seal for Home & Travel (2-pack, 50 bags total)", "asin": "B0BLJ41Y82", "price": "$21.30", "delivery": "Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"},
{"title": "Hefty Slider Jumbo Storage Bags, 2.5 Gallon Size, 15 Count (Pack of 3), 45 Total", "asin": "B0741C6N93", "price": "$15.89", "delivery": "Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-04T20:31:05.988Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-04T20:31:05.988Z\",\"action\": \"purchase\",\"acion_argument\": \"B074H73J1Q\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-04T20:31:05.988Z\",\"action\": \"purchase\",\"acion_argument\": \"B074H73J1Q\",}</answer>",
"index": 3027,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-03-27T21:36:45.430Z\", \"action\": \"input\", \"action_argument\": \"chicken breast\"}\n{\"timestamp\": \"2025-03-27T21:36:49.246Z\", \"action\": \"input\", \"action_argument\": \"beef\"}\n{\"timestamp\": \"2025-03-27T21:36:49.688Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-27T21:36:57.947Z\", \"action\": \"click_product\", \"action_argument\": \"B01H0AI64Y\"}\n{\"timestamp\": \"2025-03-27T21:37:05.710Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:35.447Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:38.971Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-03-27T21:37:43.834Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-27T21:38:43.586Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:38:44.600Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-03-27T21:39:26.952Z\", \"action\": \"input\", \"action_argument\": \"ziploc\"}\n{\"timestamp\": \"2025-03-27T21:39:27.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:50:35.316Z\", \"action\": \"input\", \"action_argument\": \"hair dryer\"}\n{\"timestamp\": \"2025-03-29T23:50:35.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:51:10.024Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-03-29T23:51:39.517Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B3C7X\"}\n{\"timestamp\": \"2025-03-29T23:51:49.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-03-29T23:51:54.062Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:51:57.744Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:01.820Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-03-29T23:52:05.683Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-03-29T23:52:19.891Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:51.250Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:52:54.357Z\", \"action\": \"input\", \"action_argument\": \"vegetable chopper\"}\n{\"timestamp\": \"2025-03-29T23:52:54.467Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-03-29T23:53:44.458Z\", \"action\": \"input\", \"action_argument\": \"hair dryer pana\"}\n{\"timestamp\": \"2025-03-29T23:53:51.881Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ioic\"}\n{\"timestamp\": \"2025-03-29T23:53:52.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:53:55.766Z\", \"action\": \"input\", \"action_argument\": \"hair dryer panasonic ionic\"}\n{\"timestamp\": \"2025-03-29T23:53:55.843Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-03-29T23:54:48.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0B33685G3\"}\n{\"timestamp\": \"2025-03-29T23:55:10.398Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-03-29T23:55:50.002Z\", \"action\": \"purchase\", \"action_argument\": \"B0DR5B8SSV, B01BB6YL60\"}\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"freezer bags\"}],\n\"cart_items\": [{\"title\": \"Refresh Plus Lubricant Eye Drops, Preservative-Free, 0.01 Fl Oz Single-Use Containers, 50 Count, Packaging May Vary\", \"asin\": \"B000052XFC\", \"price\": \"$16.30\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 16 Ounce Refill\", \"asin\": \"B0DHHCQ6W8\", \"price\": \"$13.69\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$3.19\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count\\n80 Count\", \"asin\": \"B019ZTZTVQ\", \"price\": \"$9.57\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Food Storage and Sandwich Bags Variety Pack, Stay Open Design with Stand-Up Bottom, Easy to Fill, 166 Bags Total\", \"asin\": \"B0BJH8Q5N5\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count\\n28 Count\", \"asin\": \"B003UEGZNE\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Polyethylene, Polypropylene, Dye, and Ink.\\n34 Count\", \"asin\": \"B00J0419NO\", \"price\": \"$8.69\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count\\n80 Count\", \"asin\": \"B019ZTZTVQ\", \"price\": \"$9.57\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Food Storage and Sandwich Bags Variety Pack, Stay Open Design with Stand-Up Bottom, Easy to Fill, 166 Bags Total\", \"asin\": \"B0BJH8Q5N5\", \"price\": \"$25.23\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count\\n28 Count\", \"asin\": \"B003UEGZNE\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Bags Total\\n60 Count\", \"asin\": \"B0DGN3JPG4\", \"price\": \"$10.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Freezer Bags\", \"asin\": \"B07PZ8HLWD\"},\n{\"title\": \"Sandwich & Snack Bags\", \"asin\": \"B00HG1GGUY\"},\n{\"title\": \"Endurables Reusable Bags\", \"asin\": \"B09DZ5KND9\"}],\n\"search_results\": [{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Count\", \"asin\": \"B00CQAHOCO\", \"price\": \"$9.69\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup\"},\n{\"title\": \"Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count\", \"asin\": \"B019ZTZTVQ\", \"price\": \"$9.57\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count\", \"asin\": \"B003UEGZNE\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Food Storage and Sandwich Bags Variety Pack, Stay Open Design with Stand-Up Bottom, Easy to Fill, 166 Bags Total\", \"asin\": \"B0BJH8Q5N5\", \"price\": \"$25.23\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Polyethylene, Polypropylene, Dye, and Ink.\", \"asin\": \"B00J0419NO\", \"price\": \"$8.69\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$9.70\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 28 Count\", \"asin\": \"B003UEGZNE\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hefty Slider Freezer Kitchen Storage Bags, Gallon Size, 56 Count\", \"asin\": \"B01JLPJM7G\", \"price\": \"$7.58\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Pint Food Storage Freezer Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 20 Count\", \"asin\": \"B000R91CLA\", \"price\": \"$4.99\", \"delivery\": \" $3.99 delivery Today 4 PM - 6 PM on orders over $80\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup\"},\n{\"title\": \"Amazon Basics Slider Quart Food Storage Bags, 120 Count (Previously Solimo)\", \"asin\": \"B093X7TBT8\", \"price\": \"$10.23\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Bags Total\", \"asin\": \"B0DGN3JPG4\", \"price\": \"$10.99\", \"delivery\": \"FREE delivery Thu, Apr 10 on $35 of items shipped by Amazon\"},\n{\"title\": \"Lerine 6 Pack Reusable Gallon Freezer Bags Dishwasher Safe, BPA Free Reusable 1 Gallon Bags Silicone, Leakproof Reusable Storage Bags for Marinate Meats, Cereal, Vegetables, Home Organization(Grey)\", \"asin\": \"B09WMDJMJC\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"IDEATECH Dishwasher Safe Gallon Bags Stand Up, Leakproof Reusable Gallon Freezer Bags, Large Reusable Bags, BPA Plastic Free Reusable Food Storage Bags for Meats, Veggies(6 Pack)\", \"asin\": \"B0CPSQBD2N\", \"price\": \"$9.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Lerine 12 Pack Reusable Gallon Freezer Bags Dishwasher Microwave Safe, Stand Up Reusable Freezer Bags 1 Gallon Silicone and BPA Free, Leakproof Food Storage Bags for Meal Prep, Kitchen Organization\", \"asin\": \"B0CXHXK1NK\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Gallon Food Storage Bags, 120 Count\", \"asin\": \"B093WMWKBP\", \"price\": \"$12.18\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Slider Bags, Power Shield Technology for More Durability, 28 Bags Total\", \"asin\": \"B0DGNDYV95\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 24 Bags Total\", \"asin\": \"B0DGN8SZRX\", \"price\": \"$4.31\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Glad Zipper Freezer Storage Plastic Bags, Quart, 20 Count (Packaging May Vary)\", \"asin\": \"B000VB69FS\", \"price\": \"$2.66\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"365 by Whole Foods Market, Quart Double Zipper Freezer Bag, 40 Count\", \"asin\": \"B074H76C9W\", \"price\": \"$2.79\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 100 Count\", \"asin\": \"B088XVM1HM\", \"price\": \"$12.48\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"SPLF 6 Pack Reusable Gallon Freezer Bags Dishwasher Safe, BPA FREE Reusable Food Storage Bags, Extra Thick Leakproof Silicone and Plastic Free for Marinate Meats, Cereal, Sandwich, Snack, Travel Items\", \"asin\": \"B089GJRMFL\", \"price\": \"$12.59\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Wevac Vacuum Sealer Bags 8x50 Rolls 2 pack for Food Saver, Seal a Meal, Weston. Commercial Grade, BPA Free, Heavy Duty, Great for vac storage, Meal Prep or Sous Vide\", \"asin\": \"B07RKRK7FD\", \"price\": \"$16.19\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"24/7 Bags Reusable Gallon Storage Bags, 8 Pack, Double Zipper, 6 mils Thick, Freezer Safe, Zero BPA, Easy Open Tabs\", \"asin\": \"B0DKVRRGJ8\", \"price\": \"$8.49\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Lerine 20 Pack Reusable Freezer Bags Dishwasher Microwave Safe, Stand Up Silicone and BPA Free Reusable Sandwich Bags, Leakproof Reusable Food Storage Bags for Meal Prep - 8 Gallon 7 Sandwich 5 Snack\", \"asin\": \"B0CXHL2DMZ\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 100 Count\", \"asin\": \"B088XVM1HM\", \"price\": \"$12.48\", \"delivery\": \"Prime members get FREE delivery Sun, Apr 6 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 80 Count\", \"asin\": \"B088XP7F2B\", \"price\": \"$12.96\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 30 Count (Pack of 4)\", \"asin\": \"B07PZ8HLWD\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 60 Count\", \"asin\": \"B00CQAHOCO\", \"price\": \"$9.69\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup\"},\n{\"title\": \"Amazon Basics Slider Quart Food Storage Bags, 120 Count (Previously Solimo)\", \"asin\": \"B093X7TBT8\", \"price\": \"$10.23\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"24 Reusable Food Storage Bags, Freezer Bags with Pack BPA FREE (8 Reusable Gallon Bags+8 Leakproof Reusable Sandwich Bags+8 Food Grade Snack Bags) EXTRA THICK Reusbale Lunch Bag for Salad Fruit\", \"asin\": \"B0C2VJ6L6R\", \"price\": \"$14.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Bags, New Stay Open Design with Stand-Up Bottom, Easy to Fill, 75 Count\", \"asin\": \"B00CQG5QUA\", \"price\": \"$9.72\", \"delivery\": \" $4.95 delivery Today 6 PM - 8 PM on orders over $100 Or FREE pickup\"},\n{\"title\": \"Ziploc Variety Pack 54 Freezer Quart Bags, 38 Freezer Gallon Bags, 125 Sandwich Bags, 52 Storage Gallon Bags Reusable Plastic Ziploc Bags with Zipper Closure, Red, Green, Blue\", \"asin\": \"B01IPIL5JS\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Tue, Apr 8 Only 1 left in stock - order soon.\"},\n{\"title\": \"Gallon Freezer Bags, Double Zipper Seal - 100 Count, Thick Resealable Plastic storage Bags - Reusable Gallon Storage Bags for Food Storage, Meat, Vegetables, Fruit - Microwave-Safe, Zero BPA - 2 Boxes\", \"asin\": \"B0CGJZH7KT\", \"price\": \"$15.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Two Gallon Food Storage Freezer Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 10 Count, Pack of 3 (30 Total Bags)\", \"asin\": \"B01FXMD402\", \"price\": \"$14.94\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Glad Zipper Freezer Storage Plastic Bags, Gallon, set of 4 x 40 bags -Package May Vary\", \"asin\": \"B00JC9TJSO\", \"price\": \"$14.37\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Lerine 6 Pack Reusable Gallon Freezer Bags Dishwasher Safe, BPA Free Reusable 1 Gallon Bags Silicone, Leakproof Reusable Storage Bags for Marinate Meats, Cereal, Vegetables, Home Organization(Grey)\", \"asin\": \"B09WMDJMJC\", \"price\": \"$13.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hefty Freezer Slider Bags, Quart, 35 Count (Pack of 3)\", \"asin\": \"B00BIY8A0Y\", \"price\": \"$23.47\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hefty Calendar Slider Gallon Freezer Bags, 1 Gallon Size Slider Bags with Stand and Fill Expandable Bottoms, Helps Prevent Freezer Burn, 25 Count (Pack of 4)\", \"asin\": \"B0B34YLF6V\", \"price\": \"$21.96\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Quart Freezer Bags - Double Zipper Seal -150 Count, (2 Packs of 75) Resealable Plastic Freezer Containers - Reusable Pouches for Food Storage, Meat, Fresh Vegetables, Fruit - Microwave-Safe, BPA Free\", \"asin\": \"B0CGKDKM9H\", \"price\": \"$15.70\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Freezer Slider Bags, Power Shield Technology for More Durability, 34 Count, Pack of 4 (136 Total Bags)\", \"asin\": \"B07Q1DBLX9\", \"price\": \"$23.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Gallon Slider Storage Bags- 100 Count, Featuring Expandable Bottom, Zero BPA, Microwave-Safe(4 boxes of 25)\", \"asin\": \"B08NCNGVFN\", \"price\": \"$21.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"24/7 Bags- Gallon Zip Storage Bags, 200 Count, Double Zipper Seal, Easy Grip Open Tabs, Write-On Space, BPA-Free & Heavy Duty, Microwave Safe, Non-StandUp\", \"asin\": \"B08NCLS8SS\", \"price\": \"$22.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"VacYaYa100 Quart 8 x 12 Inch Freezer Food Vacuum Sealer Storage Bags Size,Vac Seal a Meal Bags with BPA Free and Heavy Duty Sous Vide Vaccume Safe PreCut Bag\", \"asin\": \"B07RZKL34X\", \"price\": \"$17.99\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hefty Slider Kitchen Storage Bags, Gallon Size, 66 Count\", \"asin\": \"B01JLPJM8U\", \"price\": \"$8.27\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Avid Armor Vacuum Sealer Bags Quart 8x12 Inch 100 Pack for Food Saver, Seal a Meal Vacuum Seal Machines, Commercial Grade Heavy Duty BPA Free for Sous Vide and Meal Prep Precut Storage Bag\", \"asin\": \"B01H0WLQAS\", \"price\": \"$15.80\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 120 Bags Total\", \"asin\": \"B07Q1DBVJ1\", \"price\": \"$14.35\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Gallon Food Storage Slider Bags, Power Shield Technology for More Durability, 68 Count\", \"asin\": \"B00HG1GGGS\", \"price\": \"$10.18\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc 2 Gallon Food Storage Bags, Grip 'n Seal Technology for Easier Grip, Open, and Close, 36 Bags Total\", \"asin\": \"B01FXMD0WE\", \"price\": \"$26.78\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Half gallon Freezer Bags (144 ct.),, 144Count ()\", \"asin\": \"B017MK9JHU\", \"price\": \"$25.50\", \"delivery\": \"FREE delivery Apr 16 - 17 Or fastest delivery Tue, Apr 8\"},\n{\"title\": \"Ziploc Gallon Food Storage Freezer Bags, Stay Open Design with Stand-Up Bottom, Easy to Fill, 16 Bags Total\", \"asin\": \"B0DGMXJPT3\", \"price\": \"$4.29\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Glad Flex'N Seal Freezer Storage Plastic Bags, Gallon, 28 Count (Package May Vary)\", \"asin\": \"B0842YT49J\", \"price\": \"$24.04\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon Only 6 left in stock - order soon.\"},\n{\"title\": \"Ziploc Double Zipper Freezer Bags - Quart - 4/54 Count\", \"asin\": \"B005NTRDI0\", \"price\": \"$22.90\", \"delivery\": \"FREE delivery Thu, Apr 17 Only 18 left in stock - order soon.\"},\n{\"title\": \"Ziploc Slider Freezer Bags, Stand-and-Fill with Expandable Bottom, Gallon, 72 Count, 24 Count (Pack of 3)\", \"asin\": \"B01FXMCWXC\", \"price\": \"$21.90\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc 94604 Double-Zipper Freezer Bags, 1gal, 2.7mil, Clear w/Label Panel (Case of 250)\", \"asin\": \"B0040ZOU0M\", \"price\": \"$45.91\", \"delivery\": \"FREE delivery Apr 9 - 11\"},\n{\"title\": \"Stand Up Pouch Bags, 6\\\" x 9\\\", Heavy Duty, 100 Pack, Clear Front with Aluminum Foil Back - Resealable Ziplock and Heat Sealable for Food Storage\", \"asin\": \"B06Y3Q9KJQ\", \"price\": \"$20.99\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Reli. 2 Gallon Freezer Bags (125 Count) 13x15 inch Freezer Bags 2 Gallon Jumbo | Double Zipper, Press to Seal, Write on Label | 2Gal Food Storage | Bulk, Extra Large, Clear\", \"asin\": \"B0B2388T62\", \"price\": \"$37.99\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM Or Non-members get FREE delivery Wed, Apr 9\"},\n{\"title\": \"Ziploc Freezer Bags, Pint Size - 20 ct - 2 pk\", \"asin\": \"B00J5IMMIG\", \"price\": \"$12.87\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"O2frepak 200 Quart Size 8\\\" x 12\\\" 4mil Thick Vacuum Sealer Bags with BPA Free and Puncture Prevention,Vacuum Seal Freezer Bags,Great for Sous Vide Vaccume Sealer PreCut Bags\", \"asin\": \"B07FVB1W5Q\", \"price\": \"$26.99\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Ziploc Quart Food Storage Slider Bags, Power Shield Technology for More Durability, 42 Count\", \"asin\": \"B00J2LD2KS\", \"price\": \"$5.99\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"24/7 Bags- Snack Freezer Bags - 300 Count with Expandable Bottom and New Calendar Feature, Easy Fill On The Go\", \"asin\": \"B0CRGB3P33\", \"price\": \"$19.99\", \"delivery\": \"Prime members get FREE delivery Tomorrow, Apr 5 Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Zipseal Gallon Bags - Compostable, PFOA-Free, BPA-Free, Food-Safe Zip Seal Food Storage Bags/Freezer-Safe Gallon Bags With Secure Seal for Home & Travel (2-pack, 50 bags total)\", \"asin\": \"B0BLJ41Y82\", \"price\": \"$21.30\", \"delivery\": \"Prime members get FREE delivery Overnight 7 AM - 11 AM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"},\n{\"title\": \"Hefty Slider Jumbo Storage Bags, 2.5 Gallon Size, 15 Count (Pack of 3), 45 Total\", \"asin\": \"B0741C6N93\", \"price\": \"$15.89\", \"delivery\": \"Prime members get FREE delivery Today 5 PM - 10 PM on eligible orders Or Non-members get FREE delivery Wed, Apr 9 on $35 of items shipped by Amazon\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:31:05.988Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:18:56.833Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T08:18:56.833Z
|
click
|
nav_bar
|
rule
|
train
| 3,028
|
2025-04-06T08:18:56.833Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T21:27:35.654Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-01T21:27:52.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T21:28:03.345Z", "action": "purchase", "action_argument": "B0DHHCQ6W8"}
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
{"timestamp": "2025-04-04T20:31:05.988Z", "action": "purchase", "action_argument": "B074H73J1Q"}
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T08:18:56.833Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T08:18:56.833Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T08:18:56.833Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 3028,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:18:56.833Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Airzeen Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7\", \"asin\": \"/promo/A28T32JUUM1580\", \"price\": \"$149.98\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"MONSGA Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"/promo/A33S7HPVOHH0XF\", \"price\": \"$359.99\", \"quantity\": \"\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"B0CR6HCH2B\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.87\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 10 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"Same-Day FREE delivery Today 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:19:02.576Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T08:19:02.576Z
|
click
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nav_bar
|
rule
|
train
| 3,029
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2025-04-06T08:19:02.576Z
|
click
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nav_bar
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<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T21:27:35.654Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-01T21:27:52.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T21:28:03.345Z", "action": "purchase", "action_argument": "B0DHHCQ6W8"}
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
{"timestamp": "2025-04-04T20:31:05.988Z", "action": "purchase", "action_argument": "B074H73J1Q"}
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Airzeen Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7", "asin": "/promo/A28T32JUUM1580", "price": "$149.98", "quantity": ""},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control", "asin": "B0D9Y157SD", "price": "$99.99", "quantity": ""},
{"title": "Kilgone Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DSJHQ7VZ", "price": "$149.99", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor", "asin": "B0DFH49Y3H", "price": "$149.99", "quantity": ""},
{"title": "MONSGA Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets", "asin": "/promo/A33S7HPVOHH0XF", "price": "$359.99", "quantity": ""},
{"title": "Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black", "asin": "B0CR6HCH2B", "price": "$119.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.87", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1", "asin": "B093X8QQ12", "price": "$16.72", "quantity": ""},
{"title": "Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""}],
"active_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black-blue"}]},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Gallon (90 Count)"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 10 - 15", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "Same-Day FREE delivery Today 7\u202fAM - 11\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "price": "$19.99", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T08:19:02.576Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T08:19:02.576Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T08:19:02.576Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 3029,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Airzeen Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7\", \"asin\": \"/promo/A28T32JUUM1580\", \"price\": \"$149.98\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"MONSGA Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"/promo/A33S7HPVOHH0XF\", \"price\": \"$359.99\", \"quantity\": \"\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"B0CR6HCH2B\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.87\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 10 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"Same-Day FREE delivery Today 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:19:02.576Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Airzeen Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7\", \"asin\": \"/promo/A28T32JUUM1580\", \"price\": \"$149.98\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"MONSGA Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"/promo/A33S7HPVOHH0XF\", \"price\": \"$359.99\", \"quantity\": \"\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"B0CR6HCH2B\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.87\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 10 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"Same-Day FREE delivery Today 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:20:42.321Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T08:20:42.321Z
|
click
|
cart_page_select
|
rule
|
train
| 3,030
|
2025-04-06T08:20:42.321Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T21:27:35.654Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-01T21:27:52.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T21:28:03.345Z", "action": "purchase", "action_argument": "B0DHHCQ6W8"}
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
{"timestamp": "2025-04-04T20:31:05.988Z", "action": "purchase", "action_argument": "B074H73J1Q"}
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Airzeen Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7", "asin": "/promo/A28T32JUUM1580", "price": "$149.98", "quantity": ""},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control", "asin": "B0D9Y157SD", "price": "$99.99", "quantity": ""},
{"title": "Kilgone Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DSJHQ7VZ", "price": "$149.99", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor", "asin": "B0DFH49Y3H", "price": "$149.99", "quantity": ""},
{"title": "MONSGA Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets", "asin": "/promo/A33S7HPVOHH0XF", "price": "$359.99", "quantity": ""},
{"title": "Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black", "asin": "B0CR6HCH2B", "price": "$119.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.87", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1", "asin": "B093X8QQ12", "price": "$16.72", "quantity": ""},
{"title": "Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""}],
"active_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black-blue"}]},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Gallon (90 Count)"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 10 - 15", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "Same-Day FREE delivery Today 7\u202fAM - 11\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "price": "$19.99", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T08:20:42.321Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T08:20:42.321Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T08:20:42.321Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 3030,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Airzeen Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7\", \"asin\": \"/promo/A28T32JUUM1580\", \"price\": \"$149.98\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"MONSGA Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"/promo/A33S7HPVOHH0XF\", \"price\": \"$359.99\", \"quantity\": \"\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"B0CR6HCH2B\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.87\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 10 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"Same-Day FREE delivery Today 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:20:42.321Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Airzeen Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7\", \"asin\": \"/promo/A28T32JUUM1580\", \"price\": \"$149.98\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"MONSGA Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"/promo/A33S7HPVOHH0XF\", \"price\": \"$359.99\", \"quantity\": \"\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"B0CR6HCH2B\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.87\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 10 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"Same-Day FREE delivery Today 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:20:42.339Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T08:20:42.339Z
|
click
|
cart_page_select
|
rule
|
train
| 3,031
|
2025-04-06T08:20:42.339Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T21:27:35.654Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-01T21:27:52.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T21:28:03.345Z", "action": "purchase", "action_argument": "B0DHHCQ6W8"}
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
{"timestamp": "2025-04-04T20:31:05.988Z", "action": "purchase", "action_argument": "B074H73J1Q"}
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Airzeen Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7", "asin": "/promo/A28T32JUUM1580", "price": "$149.98", "quantity": ""},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control", "asin": "B0D9Y157SD", "price": "$99.99", "quantity": ""},
{"title": "Kilgone Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DSJHQ7VZ", "price": "$149.99", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor", "asin": "B0DFH49Y3H", "price": "$149.99", "quantity": ""},
{"title": "MONSGA Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets", "asin": "/promo/A33S7HPVOHH0XF", "price": "$359.99", "quantity": ""},
{"title": "Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black", "asin": "B0CR6HCH2B", "price": "$119.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.87", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1", "asin": "B093X8QQ12", "price": "$16.72", "quantity": ""},
{"title": "Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""}],
"active_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black-blue"}]},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Gallon (90 Count)"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 10 - 15", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "Same-Day FREE delivery Today 7\u202fAM - 11\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "price": "$19.99", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T08:20:42.339Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T08:20:42.339Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T08:20:42.339Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 3031,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Airzeen Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7\", \"asin\": \"/promo/A28T32JUUM1580\", \"price\": \"$149.98\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"MONSGA Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"/promo/A33S7HPVOHH0XF\", \"price\": \"$359.99\", \"quantity\": \"\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"B0CR6HCH2B\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.87\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 10 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"Same-Day FREE delivery Today 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:20:42.339Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Airzeen Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7\", \"asin\": \"/promo/A28T32JUUM1580\", \"price\": \"$149.98\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"MONSGA Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"/promo/A33S7HPVOHH0XF\", \"price\": \"$359.99\", \"quantity\": \"\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"B0CR6HCH2B\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.87\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 10 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"Same-Day FREE delivery Today 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:20:51.161Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T08:20:51.161Z
|
purchase
|
B0DPMN3YPY
|
rule
|
train
| 3,032
|
2025-04-06T08:20:51.161Z
|
purchase
|
B0DPMN3YPY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-01T21:27:35.654Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-01T21:27:52.162Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-01T21:28:03.345Z", "action": "purchase", "action_argument": "B0DHHCQ6W8"}
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
{"timestamp": "2025-04-04T20:31:05.988Z", "action": "purchase", "action_argument": "B074H73J1Q"}
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Airzeen Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7", "asin": "/promo/A28T32JUUM1580", "price": "$149.98", "quantity": ""},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control", "asin": "B0D9Y157SD", "price": "$99.99", "quantity": ""},
{"title": "Kilgone Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DSJHQ7VZ", "price": "$149.99", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor", "asin": "B0DFH49Y3H", "price": "$149.99", "quantity": ""},
{"title": "MONSGA Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets", "asin": "/promo/A33S7HPVOHH0XF", "price": "$359.99", "quantity": ""},
{"title": "Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black", "asin": "B0CR6HCH2B", "price": "$119.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.87", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1", "asin": "B093X8QQ12", "price": "$16.72", "quantity": ""},
{"title": "Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""}],
"active_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Black-blue"}]},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Gallon (90 Count)"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 10 - 15", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "Same-Day FREE delivery Today 7\u202fAM - 11\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "price": "$19.99", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T08:20:51.161Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T08:20:51.161Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DPMN3YPY\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T08:20:51.161Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DPMN3YPY\",}</answer>",
"index": 3032,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-01T21:27:35.654Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-01T21:27:52.162Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-01T21:28:03.345Z\", \"action\": \"purchase\", \"action_argument\": \"B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Airzeen Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7\", \"asin\": \"/promo/A28T32JUUM1580\", \"price\": \"$149.98\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"MONSGA Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"/promo/A33S7HPVOHH0XF\", \"price\": \"$359.99\", \"quantity\": \"\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"B0CR6HCH2B\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.87\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 10 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"Same-Day FREE delivery Today 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:20:51.161Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:21:42.129Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T08:21:42.129Z
|
click
|
nav_bar
|
rule
|
train
| 3,033
|
2025-04-06T08:21:42.129Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
{"timestamp": "2025-04-04T20:31:05.988Z", "action": "purchase", "action_argument": "B074H73J1Q"}
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T08:21:42.129Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T08:21:42.129Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T08:21:42.129Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 3033,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:21:42.129Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Airzeen Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7\", \"asin\": \"/promo/A28T32JUUM1580\", \"price\": \"$149.98\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"MONSGA Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"/promo/A33S7HPVOHH0XF\", \"price\": \"$359.99\", \"quantity\": \"\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"B0CR6HCH2B\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.87\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 10 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"Same-Day FREE delivery Today 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:21:46.423Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T08:21:46.423Z
|
click_product
|
B0CRYWLZ56
|
rule
|
train
| 3,034
|
2025-04-06T08:21:46.423Z
|
click_product
|
B0CRYWLZ56
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
{"timestamp": "2025-04-04T20:31:05.988Z", "action": "purchase", "action_argument": "B074H73J1Q"}
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Airzeen Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7", "asin": "/promo/A28T32JUUM1580", "price": "$149.98", "quantity": ""},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control", "asin": "B0D9Y157SD", "price": "$99.99", "quantity": ""},
{"title": "Kilgone Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DSJHQ7VZ", "price": "$149.99", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor", "asin": "B0DFH49Y3H", "price": "$149.99", "quantity": ""},
{"title": "MONSGA Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets", "asin": "/promo/A33S7HPVOHH0XF", "price": "$359.99", "quantity": ""},
{"title": "Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black", "asin": "B0CR6HCH2B", "price": "$119.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.87", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1", "asin": "B093X8QQ12", "price": "$16.72", "quantity": ""},
{"title": "Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""}],
"active_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Black-blue"}]},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Gallon (90 Count)"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 10 - 15", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "Same-Day FREE delivery Today 7\u202fAM - 11\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "price": "$19.99", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T08:21:46.423Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T08:21:46.423Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CRYWLZ56\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T08:21:46.423Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CRYWLZ56\",}</answer>",
"index": 3034,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Airzeen Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7\", \"asin\": \"/promo/A28T32JUUM1580\", \"price\": \"$149.98\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"MONSGA Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"/promo/A33S7HPVOHH0XF\", \"price\": \"$359.99\", \"quantity\": \"\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"B0CR6HCH2B\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.87\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 10 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"Same-Day FREE delivery Today 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:21:46.423Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Airzeen Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7\", \"asin\": \"/promo/A28T32JUUM1580\", \"price\": \"$149.98\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"MONSGA Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"/promo/A33S7HPVOHH0XF\", \"price\": \"$359.99\", \"quantity\": \"\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"B0CR6HCH2B\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.87\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 10 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"Same-Day FREE delivery Today 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:22:18.564Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T08:22:18.564Z
|
click_product
|
B0DPMN3YPY
|
rule
|
train
| 3,035
|
2025-04-06T08:22:18.564Z
|
click_product
|
B0DPMN3YPY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
{"timestamp": "2025-04-04T20:31:05.988Z", "action": "purchase", "action_argument": "B074H73J1Q"}
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Airzeen Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7", "asin": "/promo/A28T32JUUM1580", "price": "$149.98", "quantity": ""},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control", "asin": "B0D9Y157SD", "price": "$99.99", "quantity": ""},
{"title": "Kilgone Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DSJHQ7VZ", "price": "$149.99", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor", "asin": "B0DFH49Y3H", "price": "$149.99", "quantity": ""},
{"title": "MONSGA Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets", "asin": "/promo/A33S7HPVOHH0XF", "price": "$359.99", "quantity": ""},
{"title": "Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black", "asin": "B0CR6HCH2B", "price": "$119.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.87", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1", "asin": "B093X8QQ12", "price": "$16.72", "quantity": ""},
{"title": "Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""}],
"active_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Black-blue"}]},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Gallon (90 Count)"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 10 - 15", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "Same-Day FREE delivery Today 7\u202fAM - 11\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "price": "$19.99", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T08:22:18.564Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T08:22:18.564Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DPMN3YPY\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T08:22:18.564Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DPMN3YPY\",}</answer>",
"index": 3035,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Airzeen Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7\", \"asin\": \"/promo/A28T32JUUM1580\", \"price\": \"$149.98\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"MONSGA Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"/promo/A33S7HPVOHH0XF\", \"price\": \"$359.99\", \"quantity\": \"\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"B0CR6HCH2B\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.87\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 10 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"Same-Day FREE delivery Today 7\\u202fAM - 11\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"price\": \"$19.99\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:22:18.564Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$9.70\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$3.19\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DPMN3YPY\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"Robot Vacuum and Mop Combo 3-in-1: The AIRROBO P30 Robot Vacuum and Mop is your ultimate cleaning partner, combining sweeping, vacuuming, and mopping in one smart device. Effortlessly tackle dry debris, fine dust, and spills on hardwood, tiles, or carpets for spotless, hygienic floors every time. 3000 PA Strong Suction: This powerful robot vacuum cleaner features 3000Pa suction, easily picking up pet hair, crumbs, and dust from any surface. Enjoy a thorough clean that leaves your floors looking and feeling fresh, no matter the mess. Intelligent Obstacle Avoidance: Equipped with advanced infrared sensors, the P30 robot vacuum and mop intelligently navigates around walls, stairs, and obstacles for seamless, uninterrupted cleaning. No more worrying about stuck robots or missed spots. Ultra-Slim Design for Hard-to-Reach Spots: At just 3 inches tall, this robot vacuum cleaner effortlessly glides under sofas, beds, and other low furniture, ensuring every corner of your home stays spotless. Its sleek design makes cleaning hassle-free and thorough. Convenient Control Options: Control your robot vacuum via the app, remote, or voice commands. Schedule cleanings, switch modes, and adjust settings with ease. Fully compatible with Alexa and Google Assistant for hands-free convenience\\u2014perfect for busy lifestyles. Smart Path Navigation: The P30 robot vacuum Intelligent Gyroscope Navigation, ensuring a more efficient and thorough clean by following a precise zig-zag path, unlike random-path vacuums.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black-blue\"}],\n\"promotion_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with WiFi/App, Robotic Vacuum Cleaner, Schedule Settings, Self-Charging, Ideal for Hard Floor, Pet Hair and Low Pile Carpet\", \"asin\": \"B0DCVLHM48\", \"price\": \"$105.36\", \"quantity\": \"\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Strong Suction Power Vacuum Mop Robot, Wi-Fi/App/Alexa, Self-Charging Robotic Vacuum for Hard Floor, Pet Hair and Low-Piled Carpet, Slim Design, Quiet\\uff0cP30\", \"asin\": \"B0CWRFC34K\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compat...\", \"asin\": \"B0DP9L9K84\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa\", \"asin\": \"B0CVJ3K8FF\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop Combo, Self-Emptying, 60-Day Capacity, Home Mapping, Schedule, Wi-Fi/App/Alexa/Remote, 180mins Runtime, T20+ Robotic Vacuum Cleaner for Pet, Hard Floors, Carpet\", \"asin\": \"B0CQC24STL\", \"price\": \"$349.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi...\", \"asin\": \"B0DFM5HSK2\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2...\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa\", \"asin\": \"B0CVJ3K8FF\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with WiFi/App, Robotic Vacuum Cleaner, Schedule Settings, Self-Charging, Ideal for Hard Floor, Pet Hair and Low Pile Carpet\", \"asin\": \"B0DCVLHM48\", \"price\": \"$105.36\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"AIRROBO\\u00a0Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\"},\n{\"title\": \"Airzeen\\u00a0Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7\", \"asin\": \"B0D6V97Z6H\", \"price\": \"$149.98\"},\n{\"title\": \"Kilgone\\u00a0Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\"},\n{\"title\": \"Tikom\\u00a0Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\"},\n{\"title\": \"Kilgone\\u00a0Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\"},\n{\"title\": \"Tikom\\u00a0Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:23:05.655Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T08:23:05.655Z
|
input
|
robot
|
rule
|
train
| 3,036
|
2025-04-06T08:23:05.655Z
|
input
|
robot
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
{"timestamp": "2025-04-04T20:31:05.988Z", "action": "purchase", "action_argument": "B074H73J1Q"}
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$9.70", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$3.19"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DPMN3YPY"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet"},
{"price": "$169.99"},
{"bullet_list": "Robot Vacuum and Mop Combo 3-in-1: The AIRROBO P30 Robot Vacuum and Mop is your ultimate cleaning partner, combining sweeping, vacuuming, and mopping in one smart device. Effortlessly tackle dry debris, fine dust, and spills on hardwood, tiles, or carpets for spotless, hygienic floors every time. 3000 PA Strong Suction: This powerful robot vacuum cleaner features 3000Pa suction, easily picking up pet hair, crumbs, and dust from any surface. Enjoy a thorough clean that leaves your floors looking and feeling fresh, no matter the mess. Intelligent Obstacle Avoidance: Equipped with advanced infrared sensors, the P30 robot vacuum and mop intelligently navigates around walls, stairs, and obstacles for seamless, uninterrupted cleaning. No more worrying about stuck robots or missed spots. Ultra-Slim Design for Hard-to-Reach Spots: At just 3 inches tall, this robot vacuum cleaner effortlessly glides under sofas, beds, and other low furniture, ensuring every corner of your home stays spotless. Its sleek design makes cleaning hassle-free and thorough. Convenient Control Options: Control your robot vacuum via the app, remote, or voice commands. Schedule cleanings, switch modes, and adjust settings with ease. Fully compatible with Alexa and Google Assistant for hands-free convenience\u2014perfect for busy lifestyles. Smart Path Navigation: The P30 robot vacuum Intelligent Gyroscope Navigation, ensuring a more efficient and thorough clean by following a precise zig-zag path, unlike random-path vacuums."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black-blue"}],
"promotion_items": [{"title": "ZCWA Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with WiFi/App, Robotic Vacuum Cleaner, Schedule Settings, Self-Charging, Ideal for Hard Floor, Pet Hair and Low Pile Carpet", "asin": "B0DCVLHM48", "price": "$105.36", "quantity": ""},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": ""},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Strong Suction Power Vacuum Mop Robot, Wi-Fi/App/Alexa, Self-Charging Robotic Vacuum for Hard Floor, Pet Hair and Low-Piled Carpet, Slim Design, Quiet\uff0cP30", "asin": "B0CWRFC34K", "price": "$99.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compat...", "asin": "B0DP9L9K84", "price": "$129.99", "quantity": ""},
{"title": "iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa", "asin": "B0CVJ3K8FF", "price": "$149.99", "quantity": ""},
{"title": "AIRROBO Robot Vacuum and Mop Combo, Self-Emptying, 60-Day Capacity, Home Mapping, Schedule, Wi-Fi/App/Alexa/Remote, 180mins Runtime, T20+ Robotic Vacuum Cleaner for Pet, Hard Floors, Carpet", "asin": "B0CQC24STL", "price": "$349.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi...", "asin": "B0DFM5HSK2", "price": "$139.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2...", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": ""},
{"title": "iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa", "asin": "B0CVJ3K8FF", "price": "$149.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with WiFi/App, Robotic Vacuum Cleaner, Schedule Settings, Self-Charging, Ideal for Hard Floor, Pet Hair and Low Pile Carpet", "asin": "B0DCVLHM48", "price": "$105.36", "quantity": ""}],
"comparison_items": [{"title": "AIRROBO\u00a0Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99"},
{"title": "Airzeen\u00a0Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7", "asin": "B0D6V97Z6H", "price": "$149.98"},
{"title": "Kilgone\u00a0Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49"},
{"title": "Tikom\u00a0Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control", "asin": "B0D9Y157SD", "price": "$99.99"},
{"title": "Kilgone\u00a0Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DSJHQ7VZ", "price": "$149.99"},
{"title": "Tikom\u00a0Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor", "asin": "B0DFH49Y3H", "price": "$149.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T08:23:05.655Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T08:23:05.655Z\",\"action\": \"input\",\"acion_argument\": \"robot\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T08:23:05.655Z\",\"action\": \"input\",\"acion_argument\": \"robot\",}</answer>",
"index": 3036,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$9.70\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$3.19\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DPMN3YPY\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"Robot Vacuum and Mop Combo 3-in-1: The AIRROBO P30 Robot Vacuum and Mop is your ultimate cleaning partner, combining sweeping, vacuuming, and mopping in one smart device. Effortlessly tackle dry debris, fine dust, and spills on hardwood, tiles, or carpets for spotless, hygienic floors every time. 3000 PA Strong Suction: This powerful robot vacuum cleaner features 3000Pa suction, easily picking up pet hair, crumbs, and dust from any surface. Enjoy a thorough clean that leaves your floors looking and feeling fresh, no matter the mess. Intelligent Obstacle Avoidance: Equipped with advanced infrared sensors, the P30 robot vacuum and mop intelligently navigates around walls, stairs, and obstacles for seamless, uninterrupted cleaning. No more worrying about stuck robots or missed spots. Ultra-Slim Design for Hard-to-Reach Spots: At just 3 inches tall, this robot vacuum cleaner effortlessly glides under sofas, beds, and other low furniture, ensuring every corner of your home stays spotless. Its sleek design makes cleaning hassle-free and thorough. Convenient Control Options: Control your robot vacuum via the app, remote, or voice commands. Schedule cleanings, switch modes, and adjust settings with ease. Fully compatible with Alexa and Google Assistant for hands-free convenience\\u2014perfect for busy lifestyles. Smart Path Navigation: The P30 robot vacuum Intelligent Gyroscope Navigation, ensuring a more efficient and thorough clean by following a precise zig-zag path, unlike random-path vacuums.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black-blue\"}],\n\"promotion_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with WiFi/App, Robotic Vacuum Cleaner, Schedule Settings, Self-Charging, Ideal for Hard Floor, Pet Hair and Low Pile Carpet\", \"asin\": \"B0DCVLHM48\", \"price\": \"$105.36\", \"quantity\": \"\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Strong Suction Power Vacuum Mop Robot, Wi-Fi/App/Alexa, Self-Charging Robotic Vacuum for Hard Floor, Pet Hair and Low-Piled Carpet, Slim Design, Quiet\\uff0cP30\", \"asin\": \"B0CWRFC34K\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compat...\", \"asin\": \"B0DP9L9K84\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa\", \"asin\": \"B0CVJ3K8FF\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop Combo, Self-Emptying, 60-Day Capacity, Home Mapping, Schedule, Wi-Fi/App/Alexa/Remote, 180mins Runtime, T20+ Robotic Vacuum Cleaner for Pet, Hard Floors, Carpet\", \"asin\": \"B0CQC24STL\", \"price\": \"$349.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi...\", \"asin\": \"B0DFM5HSK2\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2...\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa\", \"asin\": \"B0CVJ3K8FF\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with WiFi/App, Robotic Vacuum Cleaner, Schedule Settings, Self-Charging, Ideal for Hard Floor, Pet Hair and Low Pile Carpet\", \"asin\": \"B0DCVLHM48\", \"price\": \"$105.36\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"AIRROBO\\u00a0Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\"},\n{\"title\": \"Airzeen\\u00a0Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7\", \"asin\": \"B0D6V97Z6H\", \"price\": \"$149.98\"},\n{\"title\": \"Kilgone\\u00a0Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\"},\n{\"title\": \"Tikom\\u00a0Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\"},\n{\"title\": \"Kilgone\\u00a0Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\"},\n{\"title\": \"Tikom\\u00a0Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:23:05.655Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"robot\"}],\n\"cart_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$9.70\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$3.19\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DPMN3YPY\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"Robot Vacuum and Mop Combo 3-in-1: The AIRROBO P30 Robot Vacuum and Mop is your ultimate cleaning partner, combining sweeping, vacuuming, and mopping in one smart device. Effortlessly tackle dry debris, fine dust, and spills on hardwood, tiles, or carpets for spotless, hygienic floors every time. 3000 PA Strong Suction: This powerful robot vacuum cleaner features 3000Pa suction, easily picking up pet hair, crumbs, and dust from any surface. Enjoy a thorough clean that leaves your floors looking and feeling fresh, no matter the mess. Intelligent Obstacle Avoidance: Equipped with advanced infrared sensors, the P30 robot vacuum and mop intelligently navigates around walls, stairs, and obstacles for seamless, uninterrupted cleaning. No more worrying about stuck robots or missed spots. Ultra-Slim Design for Hard-to-Reach Spots: At just 3 inches tall, this robot vacuum cleaner effortlessly glides under sofas, beds, and other low furniture, ensuring every corner of your home stays spotless. Its sleek design makes cleaning hassle-free and thorough. Convenient Control Options: Control your robot vacuum via the app, remote, or voice commands. Schedule cleanings, switch modes, and adjust settings with ease. Fully compatible with Alexa and Google Assistant for hands-free convenience\\u2014perfect for busy lifestyles. Smart Path Navigation: The P30 robot vacuum Intelligent Gyroscope Navigation, ensuring a more efficient and thorough clean by following a precise zig-zag path, unlike random-path vacuums.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black-blue\"}],\n\"promotion_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with WiFi/App, Robotic Vacuum Cleaner, Schedule Settings, Self-Charging, Ideal for Hard Floor, Pet Hair and Low Pile Carpet\", \"asin\": \"B0DCVLHM48\", \"price\": \"$105.36\", \"quantity\": \"\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Strong Suction Power Vacuum Mop Robot, Wi-Fi/App/Alexa, Self-Charging Robotic Vacuum for Hard Floor, Pet Hair and Low-Piled Carpet, Slim Design, Quiet\\uff0cP30\", \"asin\": \"B0CWRFC34K\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compat...\", \"asin\": \"B0DP9L9K84\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa\", \"asin\": \"B0CVJ3K8FF\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop Combo, Self-Emptying, 60-Day Capacity, Home Mapping, Schedule, Wi-Fi/App/Alexa/Remote, 180mins Runtime, T20+ Robotic Vacuum Cleaner for Pet, Hard Floors, Carpet\", \"asin\": \"B0CQC24STL\", \"price\": \"$349.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi...\", \"asin\": \"B0DFM5HSK2\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2...\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa\", \"asin\": \"B0CVJ3K8FF\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with WiFi/App, Robotic Vacuum Cleaner, Schedule Settings, Self-Charging, Ideal for Hard Floor, Pet Hair and Low Pile Carpet\", \"asin\": \"B0DCVLHM48\", \"price\": \"$105.36\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"AIRROBO\\u00a0Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\"},\n{\"title\": \"Airzeen\\u00a0Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7\", \"asin\": \"B0D6V97Z6H\", \"price\": \"$149.98\"},\n{\"title\": \"Kilgone\\u00a0Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\"},\n{\"title\": \"Tikom\\u00a0Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\"},\n{\"title\": \"Kilgone\\u00a0Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\"},\n{\"title\": \"Tikom\\u00a0Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:23:05.779Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T08:23:05.779Z
|
click
|
suggested_term
|
rule
|
train
| 3,037
|
2025-04-06T08:23:05.779Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
{"timestamp": "2025-04-04T20:31:05.988Z", "action": "purchase", "action_argument": "B074H73J1Q"}
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "robot"}],
"cart_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$9.70", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$3.19"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DPMN3YPY"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet"},
{"price": "$169.99"},
{"bullet_list": "Robot Vacuum and Mop Combo 3-in-1: The AIRROBO P30 Robot Vacuum and Mop is your ultimate cleaning partner, combining sweeping, vacuuming, and mopping in one smart device. Effortlessly tackle dry debris, fine dust, and spills on hardwood, tiles, or carpets for spotless, hygienic floors every time. 3000 PA Strong Suction: This powerful robot vacuum cleaner features 3000Pa suction, easily picking up pet hair, crumbs, and dust from any surface. Enjoy a thorough clean that leaves your floors looking and feeling fresh, no matter the mess. Intelligent Obstacle Avoidance: Equipped with advanced infrared sensors, the P30 robot vacuum and mop intelligently navigates around walls, stairs, and obstacles for seamless, uninterrupted cleaning. No more worrying about stuck robots or missed spots. Ultra-Slim Design for Hard-to-Reach Spots: At just 3 inches tall, this robot vacuum cleaner effortlessly glides under sofas, beds, and other low furniture, ensuring every corner of your home stays spotless. Its sleek design makes cleaning hassle-free and thorough. Convenient Control Options: Control your robot vacuum via the app, remote, or voice commands. Schedule cleanings, switch modes, and adjust settings with ease. Fully compatible with Alexa and Google Assistant for hands-free convenience\u2014perfect for busy lifestyles. Smart Path Navigation: The P30 robot vacuum Intelligent Gyroscope Navigation, ensuring a more efficient and thorough clean by following a precise zig-zag path, unlike random-path vacuums."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Black-blue"}],
"promotion_items": [{"title": "ZCWA Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with WiFi/App, Robotic Vacuum Cleaner, Schedule Settings, Self-Charging, Ideal for Hard Floor, Pet Hair and Low Pile Carpet", "asin": "B0DCVLHM48", "price": "$105.36", "quantity": ""},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": ""},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Strong Suction Power Vacuum Mop Robot, Wi-Fi/App/Alexa, Self-Charging Robotic Vacuum for Hard Floor, Pet Hair and Low-Piled Carpet, Slim Design, Quiet\uff0cP30", "asin": "B0CWRFC34K", "price": "$99.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compat...", "asin": "B0DP9L9K84", "price": "$129.99", "quantity": ""},
{"title": "iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa", "asin": "B0CVJ3K8FF", "price": "$149.99", "quantity": ""},
{"title": "AIRROBO Robot Vacuum and Mop Combo, Self-Emptying, 60-Day Capacity, Home Mapping, Schedule, Wi-Fi/App/Alexa/Remote, 180mins Runtime, T20+ Robotic Vacuum Cleaner for Pet, Hard Floors, Carpet", "asin": "B0CQC24STL", "price": "$349.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi...", "asin": "B0DFM5HSK2", "price": "$139.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2...", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": ""},
{"title": "iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa", "asin": "B0CVJ3K8FF", "price": "$149.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with WiFi/App, Robotic Vacuum Cleaner, Schedule Settings, Self-Charging, Ideal for Hard Floor, Pet Hair and Low Pile Carpet", "asin": "B0DCVLHM48", "price": "$105.36", "quantity": ""}],
"comparison_items": [{"title": "AIRROBO\u00a0Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99"},
{"title": "Airzeen\u00a0Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7", "asin": "B0D6V97Z6H", "price": "$149.98"},
{"title": "Kilgone\u00a0Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49"},
{"title": "Tikom\u00a0Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control", "asin": "B0D9Y157SD", "price": "$99.99"},
{"title": "Kilgone\u00a0Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DSJHQ7VZ", "price": "$149.99"},
{"title": "Tikom\u00a0Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor", "asin": "B0DFH49Y3H", "price": "$149.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T08:23:05.779Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T08:23:05.779Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T08:23:05.779Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 3037,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"robot\"}],\n\"cart_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$9.70\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$3.19\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DPMN3YPY\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\"},\n{\"price\": \"$169.99\"},\n{\"bullet_list\": \"Robot Vacuum and Mop Combo 3-in-1: The AIRROBO P30 Robot Vacuum and Mop is your ultimate cleaning partner, combining sweeping, vacuuming, and mopping in one smart device. Effortlessly tackle dry debris, fine dust, and spills on hardwood, tiles, or carpets for spotless, hygienic floors every time. 3000 PA Strong Suction: This powerful robot vacuum cleaner features 3000Pa suction, easily picking up pet hair, crumbs, and dust from any surface. Enjoy a thorough clean that leaves your floors looking and feeling fresh, no matter the mess. Intelligent Obstacle Avoidance: Equipped with advanced infrared sensors, the P30 robot vacuum and mop intelligently navigates around walls, stairs, and obstacles for seamless, uninterrupted cleaning. No more worrying about stuck robots or missed spots. Ultra-Slim Design for Hard-to-Reach Spots: At just 3 inches tall, this robot vacuum cleaner effortlessly glides under sofas, beds, and other low furniture, ensuring every corner of your home stays spotless. Its sleek design makes cleaning hassle-free and thorough. Convenient Control Options: Control your robot vacuum via the app, remote, or voice commands. Schedule cleanings, switch modes, and adjust settings with ease. Fully compatible with Alexa and Google Assistant for hands-free convenience\\u2014perfect for busy lifestyles. Smart Path Navigation: The P30 robot vacuum Intelligent Gyroscope Navigation, ensuring a more efficient and thorough clean by following a precise zig-zag path, unlike random-path vacuums.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Black-blue\"}],\n\"promotion_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with WiFi/App, Robotic Vacuum Cleaner, Schedule Settings, Self-Charging, Ideal for Hard Floor, Pet Hair and Low Pile Carpet\", \"asin\": \"B0DCVLHM48\", \"price\": \"$105.36\", \"quantity\": \"\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Strong Suction Power Vacuum Mop Robot, Wi-Fi/App/Alexa, Self-Charging Robotic Vacuum for Hard Floor, Pet Hair and Low-Piled Carpet, Slim Design, Quiet\\uff0cP30\", \"asin\": \"B0CWRFC34K\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compat...\", \"asin\": \"B0DP9L9K84\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa\", \"asin\": \"B0CVJ3K8FF\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop Combo, Self-Emptying, 60-Day Capacity, Home Mapping, Schedule, Wi-Fi/App/Alexa/Remote, 180mins Runtime, T20+ Robotic Vacuum Cleaner for Pet, Hard Floors, Carpet\", \"asin\": \"B0CQC24STL\", \"price\": \"$349.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi...\", \"asin\": \"B0DFM5HSK2\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2...\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa\", \"asin\": \"B0CVJ3K8FF\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with WiFi/App, Robotic Vacuum Cleaner, Schedule Settings, Self-Charging, Ideal for Hard Floor, Pet Hair and Low Pile Carpet\", \"asin\": \"B0DCVLHM48\", \"price\": \"$105.36\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"AIRROBO\\u00a0Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\"},\n{\"title\": \"Airzeen\\u00a0Robot Vacuum Cleaner with 3000Pa Suction,Personalized Cleaning Settings,Auto Self-Charging Robotic Vacuum,Carpet Booster,App/Alexa/Remote Control, Ideal for Pet Hair/Hard Floor/Carpet,R7\", \"asin\": \"B0D6V97Z6H\", \"price\": \"$149.98\"},\n{\"title\": \"Kilgone\\u00a0Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\"},\n{\"title\": \"Tikom\\u00a0Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\"},\n{\"title\": \"Kilgone\\u00a0Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\"},\n{\"title\": \"Tikom\\u00a0Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:23:05.779Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"robot vacuum and mop\"}],\n\"cart_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$9.70\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$3.19\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"DREAME L10s Pro Ultra Heat Robot Vacuum and Mop Combo, Mop Extend, 7000Pa Suction, Auto Robot Care and Maintenance, 136\\u00b0F Hot Water Mop Self-Cleaning, Obstacle Avoidance, Ideal for Hair, Carpets\", \"asin\": \"B0CVL2TT74\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa\", \"asin\": \"B0B7J95MHN\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Yeedi M12 Ultra Plus Robot Vacuum and Mop, Upgrade 11800Pa Strong Suction, ZeroTangle Technology, TruEdge Deep Mopping, Auto Mop Washing/Drying, Auto-Lift Mopping, Mini Omni Station, White\", \"asin\": \"B0DBQ8BHDG\", \"price\": \"$619.99\", \"quantity\": \"\"},\n{\"title\": \"Yeedi C12 Plus Robot Vacuum and Mop, 8000Pa Strong Suction, 7-Week Dust Storage, Bagless Dust Bin, PureCyclone Tech, ZeroTangle Brush, White\", \"asin\": \"B0CZNF433F\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"DREAME L10s Ultra Gen 2 Robot Vacuum and Mop, 10,000Pa Suction, MopExtend Technology, All-in-One Base Station, Pet-Friendly, Versatile Carpet Cleaning, DuoScrub Mopping System, Smart Pathfinder Tech\", \"asin\": \"B0DHGLKY1N\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors\", \"asin\": \"B0DQBW5B68\", \"price\": \"$249.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DREAME X50 Ultra Robot Vacuum and Mop with Auto-Empty and Mop Self-Cleaning, 20,000Pa Suction, Obstacle Avoidance and 360\\u00b0 Navigation, Corner to Edge Deep Cleaning, Detangling Brush\", \"asin\": \"B0DM5J52GC\"},\n{\"title\": \"DREAME X40 Ultra Robotic Vacuum with Removable & Liftable Mop, 12,000Pa Suction, Side Brush Extensive Cleaning, 158\\u00b0F Mop & Washboard Self Cleaning, Auto-Empty, Auto Refill, liftable Brushes\", \"asin\": \"B0CXDXKSXP\"},\n{\"title\": \"dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa\", \"asin\": \"B0B7J95MHN\"}],\n\"search_results\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"B0CR6HCH2B\", \"price\": \"$119.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, Max Suction 2000Pa, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet\", \"asin\": \"B0DFM5HSK2\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa\", \"asin\": \"B0CVJ3K8FF\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized Cleaning Adjustments, Self-Charging Robotic Vacuum Cleaner, Advanced Obstacle Avoidance\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 13 left in stock - order soon.\"},\n{\"title\": \"Shark Robot Vacuum & Mop Combo, Powerful Suction, Matrix Plus, 60-Day Debris Capacity, HEPA Bagless Self Empty Base, Sonic Mopping, Home Mapping for Pet Hair, Carpets & Hardfloor, Black/Gold, AV2610WA\", \"asin\": \"B0B89C8H4Q\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, 2000Pa Max Suction, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet\", \"asin\": \"B0DCZNC2DP\", \"price\": \"$97.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"roborock Q8 Max+ Robot Vacuum and Mop, Self-Emptying, Hands-Free Cleaning for up to 7 Weeks, Reactive Tech Obstacle Avoidance, 5500 Pa Suction, DuoRoller Brush, APP-Controlled Mopping, White\", \"asin\": \"B0C7VH6VK1\", \"price\": \"$399.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop, 2 in 1 Robotic Vacuum Cleaner with Schedule, App/Voice, Slim Mopping Vacuum Robot with Watertank and Dustbin, Self-Charging, Easy of Use, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0DPZS1V9Y\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets\", \"asin\": \"B0DP9L9K84\", \"price\": \"$129.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Mopping Robot Vacuum Cleaner with 2300Pa Suction, 2.87'' Slim Design, Wi-Fi/App/Voice Control, 3D Obstacle Avoidance&Self-Charging for Hard Floors, Carpets, Pet Hair\", \"asin\": \"B0CT5FSTS2\", \"price\": \"$129.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"iRobot Roomba Combo i5+ Self-Emptying Robot Vacuum and Mop, Clean by Room with Smart Mapping, Empties Itself for Up to 60 Days, Works with Alexa, Personalized Cleaning OS\", \"asin\": \"B0C4N37V2Z\", \"price\": \"$299.99\", \"delivery\": \" Same-Day FREE delivery Today 7 AM - 11 AM\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets\", \"asin\": \"B0DP9L9K84\", \"price\": \"$129.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors\", \"asin\": \"B0DQBW5B68\", \"price\": \"$249.99\", \"delivery\": \"FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with Schedule, App/Bluetooth/Voice, Max Suction 3200Pa, Self-Charging Robot Vacuum Cleaner, Slim, Ideal for Pet Hair, Hard Floor, Carpet\", \"asin\": \"B0DGX3S47R\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"eufy X10 Pro Omni Robot Vacuum and Mop Combo, 8,000 Pa Suction, Dual Mops with 12 mm Auto-Lift and Carpet Detection, AI Obstacle Avoidance, Auto Mop Washing, Auto Drying, Self-Emptying, Self-Refilling\", \"asin\": \"B0CPFBBHP4\", \"price\": \"$549.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lubluelu 3 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Robot Vacuum and Mop Combo,4200Pa Powerful Robotic Vacuum Cleaner with Self-Charging, Home Automatic Robot Aspiradora for Hard Floor, Low Carpet, Pet Hair, App&Voice&Remote Smart Control\", \"asin\": \"B0D2XXSPCR\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 7 AM - 11 AM\"},\n{\"title\": \"ILIFE A12 Pro Robot Vacuum and Mop Combo, Self Emptying Station for 60 Days, LiDAR Navigation, Home Mapping, No-Go Zones, 2.4G WiFi/App/Alexa/Remote Control, for Hard Floors, 110V\", \"asin\": \"B0DP8DPXKW\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Robot Vacuum and Mop Combo, Robot Vacuum Cleaner, 6 Cleaning Modes, Large Capacity Water Tank Dustbin, Self-Charging, WiFi/App/Alexa, Ideal for Hard Floor, Carpet, Pet Hair\", \"asin\": \"B0D8XXJDBB\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ILIFE V5s Plus Robot Vacuum and Mop Combo, Works with 2.4G WiFi, Alexa/App/Remote Control, Automatic Self-Charging Robotic Vacuum Cleaner, for Pet Hair, Hard Floor, Low Carpet (V5s Pro Upgraded)\", \"asin\": \"B0BG6YVCK9\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"iRobot Roomba Combo i5 Robot Vacuum & Mop - Clean by Room with Smart Mapping, Works with Alexa, Personalized Cleaning Powered OS, Ideal for Pet Hair, Carpet and Hard Floors\", \"asin\": \"B0C415KNH8\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ECOVACS DEEBOT T50 MAX PRO Omni Robot Vacuum and Mop, 18,500Pa Suction, 18mm Auto-Lift, ZeroTangle &TruEdge 2.0, AIVI 3.0 Obstacle Avoidance, Auto Hot Water Mop Wash/Dry/Refill, Self-Emptying\", \"asin\": \"B0DR8W5H74\", \"price\": \"$999.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized Cleaning Adjustments, Self-Charging Robotic Vacuum Cleaner, Advanced Obstacle Avoidance\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors\", \"asin\": \"B0DQBW5B68\", \"price\": \"$249.99\", \"delivery\": \"FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"HONITURE Robot Vacuum and Mop Combo, 4000pa Strong Suction, G20 Robot Vacuum Cleaner with Self-Charging, 150Mins Max, App&Remote&Voice Control, Super-Slim, Ideal for Pet Hair\", \"asin\": \"B0CQ4PLMJP\", \"price\": \"$189.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:23:26.429Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T08:23:26.429Z
|
click_product
|
B0CVJ3K8FF
|
rule
|
train
| 3,038
|
2025-04-06T08:23:26.429Z
|
click_product
|
B0CVJ3K8FF
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
{"timestamp": "2025-04-04T20:31:05.988Z", "action": "purchase", "action_argument": "B074H73J1Q"}
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "robot vacuum and mop"}],
"cart_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$9.70", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$3.19"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "DREAME L10s Pro Ultra Heat Robot Vacuum and Mop Combo, Mop Extend, 7000Pa Suction, Auto Robot Care and Maintenance, 136\u00b0F Hot Water Mop Self-Cleaning, Obstacle Avoidance, Ideal for Hair, Carpets", "asin": "B0CVL2TT74", "price": "$549.99", "quantity": ""},
{"title": "dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa", "asin": "B0B7J95MHN", "price": "$399.99", "quantity": ""},
{"title": "Yeedi M12 Ultra Plus Robot Vacuum and Mop, Upgrade 11800Pa Strong Suction, ZeroTangle Technology, TruEdge Deep Mopping, Auto Mop Washing/Drying, Auto-Lift Mopping, Mini Omni Station, White", "asin": "B0DBQ8BHDG", "price": "$619.99", "quantity": ""},
{"title": "Yeedi C12 Plus Robot Vacuum and Mop, 8000Pa Strong Suction, 7-Week Dust Storage, Bagless Dust Bin, PureCyclone Tech, ZeroTangle Brush, White", "asin": "B0CZNF433F", "price": "$299.99", "quantity": ""},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "quantity": ""},
{"title": "DREAME L10s Ultra Gen 2 Robot Vacuum and Mop, 10,000Pa Suction, MopExtend Technology, All-in-One Base Station, Pet-Friendly, Versatile Carpet Cleaning, DuoScrub Mopping System, Smart Pathfinder Tech", "asin": "B0DHGLKY1N", "price": "$899.99", "quantity": ""},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors", "asin": "B0DQBW5B68", "price": "$249.99", "quantity": ""}],
"ads": [{"title": "DREAME X50 Ultra Robot Vacuum and Mop with Auto-Empty and Mop Self-Cleaning, 20,000Pa Suction, Obstacle Avoidance and 360\u00b0 Navigation, Corner to Edge Deep Cleaning, Detangling Brush", "asin": "B0DM5J52GC"},
{"title": "DREAME X40 Ultra Robotic Vacuum with Removable & Liftable Mop, 12,000Pa Suction, Side Brush Extensive Cleaning, 158\u00b0F Mop & Washboard Self Cleaning, Auto-Empty, Auto Refill, liftable Brushes", "asin": "B0CXDXKSXP"},
{"title": "dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa", "asin": "B0B7J95MHN"}],
"search_results": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black", "asin": "B0CR6HCH2B", "price": "$119.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, Max Suction 2000Pa, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet", "asin": "B0DFM5HSK2", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa", "asin": "B0CVJ3K8FF", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized Cleaning Adjustments, Self-Charging Robotic Vacuum Cleaner, Advanced Obstacle Avoidance", "asin": "B0DMDZDLN8", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Only 13 left in stock - order soon."},
{"title": "Shark Robot Vacuum & Mop Combo, Powerful Suction, Matrix Plus, 60-Day Debris Capacity, HEPA Bagless Self Empty Base, Sonic Mopping, Home Mapping for Pet Hair, Carpets & Hardfloor, Black/Gold, AV2610WA", "asin": "B0B89C8H4Q", "price": "$379.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, 2000Pa Max Suction, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet", "asin": "B0DCZNC2DP", "price": "$97.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "roborock Q8 Max+ Robot Vacuum and Mop, Self-Emptying, Hands-Free Cleaning for up to 7 Weeks, Reactive Tech Obstacle Avoidance, 5500 Pa Suction, DuoRoller Brush, APP-Controlled Mopping, White", "asin": "B0C7VH6VK1", "price": "$399.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum and Mop, 2 in 1 Robotic Vacuum Cleaner with Schedule, App/Voice, Slim Mopping Vacuum Robot with Watertank and Dustbin, Self-Charging, Easy of Use, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0DPZS1V9Y", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets", "asin": "B0DP9L9K84", "price": "$129.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Robot Vacuum and Mop Combo, 2-in-1 Mopping Robot Vacuum Cleaner with 2300Pa Suction, 2.87'' Slim Design, Wi-Fi/App/Voice Control, 3D Obstacle Avoidance&Self-Charging for Hard Floors, Carpets, Pet Hair", "asin": "B0CT5FSTS2", "price": "$129.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "iRobot Roomba Combo i5+ Self-Emptying Robot Vacuum and Mop, Clean by Room with Smart Mapping, Empties Itself for Up to 60 Days, Works with Alexa, Personalized Cleaning OS", "asin": "B0C4N37V2Z", "price": "$299.99", "delivery": " Same-Day FREE delivery Today 7 AM - 11 AM"},
{"title": "Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets", "asin": "B0DP9L9K84", "price": "$129.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors", "asin": "B0DQBW5B68", "price": "$249.99", "delivery": "FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with Schedule, App/Bluetooth/Voice, Max Suction 3200Pa, Self-Charging Robot Vacuum Cleaner, Slim, Ideal for Pet Hair, Hard Floor, Carpet", "asin": "B0DGX3S47R", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "eufy X10 Pro Omni Robot Vacuum and Mop Combo, 8,000 Pa Suction, Dual Mops with 12 mm Auto-Lift and Carpet Detection, AI Obstacle Avoidance, Auto Mop Washing, Auto Drying, Self-Emptying, Self-Refilling", "asin": "B0CPFBBHP4", "price": "$549.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Lubluelu 3 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W", "asin": "B0D93DWV61", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Robot Vacuum and Mop Combo,4200Pa Powerful Robotic Vacuum Cleaner with Self-Charging, Home Automatic Robot Aspiradora for Hard Floor, Low Carpet, Pet Hair, App&Voice&Remote Smart Control", "asin": "B0D2XXSPCR", "price": "$139.99", "delivery": " Same-Day FREE delivery Today 7 AM - 11 AM"},
{"title": "ILIFE A12 Pro Robot Vacuum and Mop Combo, Self Emptying Station for 60 Days, LiDAR Navigation, Home Mapping, No-Go Zones, 2.4G WiFi/App/Alexa/Remote Control, for Hard Floors, 110V", "asin": "B0DP8DPXKW", "price": "$219.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members"},
{"title": "Robot Vacuum and Mop Combo, Robot Vacuum Cleaner, 6 Cleaning Modes, Large Capacity Water Tank Dustbin, Self-Charging, WiFi/App/Alexa, Ideal for Hard Floor, Carpet, Pet Hair", "asin": "B0D8XXJDBB", "price": "$89.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "ILIFE V5s Plus Robot Vacuum and Mop Combo, Works with 2.4G WiFi, Alexa/App/Remote Control, Automatic Self-Charging Robotic Vacuum Cleaner, for Pet Hair, Hard Floor, Low Carpet (V5s Pro Upgraded)", "asin": "B0BG6YVCK9", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "iRobot Roomba Combo i5 Robot Vacuum & Mop - Clean by Room with Smart Mapping, Works with Alexa, Personalized Cleaning Powered OS, Ideal for Pet Hair, Carpet and Hard Floors", "asin": "B0C415KNH8", "price": "$199.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control", "asin": "B0D9Y157SD", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "ECOVACS DEEBOT T50 MAX PRO Omni Robot Vacuum and Mop, 18,500Pa Suction, 18mm Auto-Lift, ZeroTangle &TruEdge 2.0, AIVI 3.0 Obstacle Avoidance, Auto Hot Water Mop Wash/Dry/Refill, Self-Emptying", "asin": "B0DR8W5H74", "price": "$999.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized Cleaning Adjustments, Self-Charging Robotic Vacuum Cleaner, Advanced Obstacle Avoidance", "asin": "B0DMDZDLN8", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors", "asin": "B0DQBW5B68", "price": "$249.99", "delivery": "FREE delivery Tomorrow, Apr 7"},
{"title": "HONITURE Robot Vacuum and Mop Combo, 4000pa Strong Suction, G20 Robot Vacuum Cleaner with Self-Charging, 150Mins Max, App&Remote&Voice Control, Super-Slim, Ideal for Pet Hair", "asin": "B0CQ4PLMJP", "price": "$189.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T08:23:26.429Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T08:23:26.429Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CVJ3K8FF\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T08:23:26.429Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CVJ3K8FF\",}</answer>",
"index": 3038,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"robot vacuum and mop\"}],\n\"cart_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$9.70\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$3.19\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"DREAME L10s Pro Ultra Heat Robot Vacuum and Mop Combo, Mop Extend, 7000Pa Suction, Auto Robot Care and Maintenance, 136\\u00b0F Hot Water Mop Self-Cleaning, Obstacle Avoidance, Ideal for Hair, Carpets\", \"asin\": \"B0CVL2TT74\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa\", \"asin\": \"B0B7J95MHN\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Yeedi M12 Ultra Plus Robot Vacuum and Mop, Upgrade 11800Pa Strong Suction, ZeroTangle Technology, TruEdge Deep Mopping, Auto Mop Washing/Drying, Auto-Lift Mopping, Mini Omni Station, White\", \"asin\": \"B0DBQ8BHDG\", \"price\": \"$619.99\", \"quantity\": \"\"},\n{\"title\": \"Yeedi C12 Plus Robot Vacuum and Mop, 8000Pa Strong Suction, 7-Week Dust Storage, Bagless Dust Bin, PureCyclone Tech, ZeroTangle Brush, White\", \"asin\": \"B0CZNF433F\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"DREAME L10s Ultra Gen 2 Robot Vacuum and Mop, 10,000Pa Suction, MopExtend Technology, All-in-One Base Station, Pet-Friendly, Versatile Carpet Cleaning, DuoScrub Mopping System, Smart Pathfinder Tech\", \"asin\": \"B0DHGLKY1N\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors\", \"asin\": \"B0DQBW5B68\", \"price\": \"$249.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DREAME X50 Ultra Robot Vacuum and Mop with Auto-Empty and Mop Self-Cleaning, 20,000Pa Suction, Obstacle Avoidance and 360\\u00b0 Navigation, Corner to Edge Deep Cleaning, Detangling Brush\", \"asin\": \"B0DM5J52GC\"},\n{\"title\": \"DREAME X40 Ultra Robotic Vacuum with Removable & Liftable Mop, 12,000Pa Suction, Side Brush Extensive Cleaning, 158\\u00b0F Mop & Washboard Self Cleaning, Auto-Empty, Auto Refill, liftable Brushes\", \"asin\": \"B0CXDXKSXP\"},\n{\"title\": \"dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa\", \"asin\": \"B0B7J95MHN\"}],\n\"search_results\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"B0CR6HCH2B\", \"price\": \"$119.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, Max Suction 2000Pa, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet\", \"asin\": \"B0DFM5HSK2\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa\", \"asin\": \"B0CVJ3K8FF\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized Cleaning Adjustments, Self-Charging Robotic Vacuum Cleaner, Advanced Obstacle Avoidance\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 13 left in stock - order soon.\"},\n{\"title\": \"Shark Robot Vacuum & Mop Combo, Powerful Suction, Matrix Plus, 60-Day Debris Capacity, HEPA Bagless Self Empty Base, Sonic Mopping, Home Mapping for Pet Hair, Carpets & Hardfloor, Black/Gold, AV2610WA\", \"asin\": \"B0B89C8H4Q\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, 2000Pa Max Suction, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet\", \"asin\": \"B0DCZNC2DP\", \"price\": \"$97.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"roborock Q8 Max+ Robot Vacuum and Mop, Self-Emptying, Hands-Free Cleaning for up to 7 Weeks, Reactive Tech Obstacle Avoidance, 5500 Pa Suction, DuoRoller Brush, APP-Controlled Mopping, White\", \"asin\": \"B0C7VH6VK1\", \"price\": \"$399.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop, 2 in 1 Robotic Vacuum Cleaner with Schedule, App/Voice, Slim Mopping Vacuum Robot with Watertank and Dustbin, Self-Charging, Easy of Use, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0DPZS1V9Y\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets\", \"asin\": \"B0DP9L9K84\", \"price\": \"$129.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Mopping Robot Vacuum Cleaner with 2300Pa Suction, 2.87'' Slim Design, Wi-Fi/App/Voice Control, 3D Obstacle Avoidance&Self-Charging for Hard Floors, Carpets, Pet Hair\", \"asin\": \"B0CT5FSTS2\", \"price\": \"$129.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"iRobot Roomba Combo i5+ Self-Emptying Robot Vacuum and Mop, Clean by Room with Smart Mapping, Empties Itself for Up to 60 Days, Works with Alexa, Personalized Cleaning OS\", \"asin\": \"B0C4N37V2Z\", \"price\": \"$299.99\", \"delivery\": \" Same-Day FREE delivery Today 7 AM - 11 AM\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets\", \"asin\": \"B0DP9L9K84\", \"price\": \"$129.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors\", \"asin\": \"B0DQBW5B68\", \"price\": \"$249.99\", \"delivery\": \"FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with Schedule, App/Bluetooth/Voice, Max Suction 3200Pa, Self-Charging Robot Vacuum Cleaner, Slim, Ideal for Pet Hair, Hard Floor, Carpet\", \"asin\": \"B0DGX3S47R\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"eufy X10 Pro Omni Robot Vacuum and Mop Combo, 8,000 Pa Suction, Dual Mops with 12 mm Auto-Lift and Carpet Detection, AI Obstacle Avoidance, Auto Mop Washing, Auto Drying, Self-Emptying, Self-Refilling\", \"asin\": \"B0CPFBBHP4\", \"price\": \"$549.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lubluelu 3 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Robot Vacuum and Mop Combo,4200Pa Powerful Robotic Vacuum Cleaner with Self-Charging, Home Automatic Robot Aspiradora for Hard Floor, Low Carpet, Pet Hair, App&Voice&Remote Smart Control\", \"asin\": \"B0D2XXSPCR\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 7 AM - 11 AM\"},\n{\"title\": \"ILIFE A12 Pro Robot Vacuum and Mop Combo, Self Emptying Station for 60 Days, LiDAR Navigation, Home Mapping, No-Go Zones, 2.4G WiFi/App/Alexa/Remote Control, for Hard Floors, 110V\", \"asin\": \"B0DP8DPXKW\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Robot Vacuum and Mop Combo, Robot Vacuum Cleaner, 6 Cleaning Modes, Large Capacity Water Tank Dustbin, Self-Charging, WiFi/App/Alexa, Ideal for Hard Floor, Carpet, Pet Hair\", \"asin\": \"B0D8XXJDBB\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ILIFE V5s Plus Robot Vacuum and Mop Combo, Works with 2.4G WiFi, Alexa/App/Remote Control, Automatic Self-Charging Robotic Vacuum Cleaner, for Pet Hair, Hard Floor, Low Carpet (V5s Pro Upgraded)\", \"asin\": \"B0BG6YVCK9\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"iRobot Roomba Combo i5 Robot Vacuum & Mop - Clean by Room with Smart Mapping, Works with Alexa, Personalized Cleaning Powered OS, Ideal for Pet Hair, Carpet and Hard Floors\", \"asin\": \"B0C415KNH8\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ECOVACS DEEBOT T50 MAX PRO Omni Robot Vacuum and Mop, 18,500Pa Suction, 18mm Auto-Lift, ZeroTangle &TruEdge 2.0, AIVI 3.0 Obstacle Avoidance, Auto Hot Water Mop Wash/Dry/Refill, Self-Emptying\", \"asin\": \"B0DR8W5H74\", \"price\": \"$999.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized Cleaning Adjustments, Self-Charging Robotic Vacuum Cleaner, Advanced Obstacle Avoidance\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors\", \"asin\": \"B0DQBW5B68\", \"price\": \"$249.99\", \"delivery\": \"FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"HONITURE Robot Vacuum and Mop Combo, 4000pa Strong Suction, G20 Robot Vacuum Cleaner with Self-Charging, 150Mins Max, App&Remote&Voice Control, Super-Slim, Ideal for Pet Hair\", \"asin\": \"B0CQ4PLMJP\", \"price\": \"$189.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:23:26.429Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"robot vacuum and mop\"}],\n\"cart_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$9.70\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$3.19\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0CVJ3K8FF\"},\n{\"title\": \"iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"A COMPLETE CLEAN WITH OUR 4-STAGE CLEANING SYSTEM\\u200b. A powerful 4-Stage Cleaning System vacuums and mops in one pass with a special brush for edge cleaning so dust can't gather. NAVIGATES YOUR HOME LIKE A PRO\\u200b. The smart navigation methodically cleans in neat rows, while sensors help it navigate around furniture and avoid falling down stairs. READY TO TACKLE DIRT RIGHT OUT OF THE BOX. Straight out of the box, it's easy to use. It only takes a few minutes to set up your robot and start cleaning. THOUGHTFULLY DESIGNED TO SIMPLIFY CLEANING\\u200b. The iRobot Home App simplifies your life with features like Clean While I'm Away, suggested cleaning schedules, and a Clean Map report so you always know where your Roomba Combo Essential robot cleaned, even if you weren't home to see it. SMALL, SMART, AND ON A MISSION TO CLEAN. The sleek, low-profile design means it can slide into tighter spots and grab dust and dirt under beds and sofas, while the Edge-Sweeping Brush gets into your edges and corners. RECHARGES ITSELF SO YOU DON'T HAVE TO. Cleans for up to 120 minutes on a single charge and when its battery is low, this smart robot automatically returns to its charging station to recharge. A MOP YOU CAN COUNT ON. Dirt and dust disappear thanks to our built-in mop with a micro pump controlling water flow and keeping the mopping pad uniformly moist during cleaning. The washable microfiber mop pad is reusable for up to 30 uses and has three options for mopping water levels.\"},\n{\"bullet_list\": \" CUSTOMIZED CLEANING. With 3 levels of suction power plus 3 different water level options for mopping, you get customized cleaning for your floors. EXTRA DIRT? SPOT CLEANING IS ON IT. Easily target the places where your floors need extra attention. With spot cleaning, your robot spins in place, cleaning in one spot for up to 2 minutes. FOR PROPER SETUP & OPERATION. The Roomba Combo Essential robot requires a 2.4 GHz network for setup and operation. After setup, keep your robot on 2.4GHz for operation; your phone can return to 5GHz. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Roomba Y0140\"}],\n\"promotion_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi...\", \"asin\": \"B0DFM5HSK2\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/Voice/App, Strong Suction, Ease of Use, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYGD976\", \"price\": \"$127.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2...\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop Combo, Self-Emptying, 60-Day Capacity, Home Mapping, Schedule, Wi-Fi/App/Alexa/Remote, 180mins Runtime, T20+ Robotic Vacuum Cleaner for Pet, Hard Floors, Carpet\", \"asin\": \"B0CQC24STL\", \"price\": \"$349.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with WiFi/App, Robotic Vacuum Cleaner, Schedule Settings, Self-Charging, Ideal for Hard Floor, Pet Hair and Low Pile Carpet\", \"asin\": \"B0DCVLHM48\", \"price\": \"$105.36\", \"quantity\": \"\"},\n{\"title\": \"roborock QV 35A Robot Vacuum and Mop, 8000Pa Suction, Upgraded from Qrevo S, Anti-Tangle Brushes, Smart Obstacle Avoidance, Auto Mop Washing, Self-Emptying & Refilling, 200RPM Spinning Mops, White\", \"asin\": \"B0DS5WV7V6\", \"price\": \"$599.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compat...\", \"asin\": \"B0DP9L9K84\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair\", \"asin\": \"B09NM5GCQS\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Mova S10 Robot Vacuum Cleaner with 7000Pa Suction, 260 Mins Run Time, Liftable Brush, Self-Charging Robotic Vacuum Cleaner for Home, Pet Hair, Hard Floors, App & Voice Control\", \"asin\": \"B0DG2XXMVZ\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with WiFi/App, Robotic Vacuum Cleaner, Schedule Settings, Self-Charging, Ideal for Hard Floor, Pet Hair and Low Pile Carpet\", \"asin\": \"B0DCVLHM48\", \"price\": \"$105.36\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi...\", \"asin\": \"B0DFM5HSK2\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/Voice/App, Strong Suction, Ease of Use, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYGD976\", \"price\": \"$127.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2...\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"iRobot\\u00a0Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa\", \"asin\": \"B0CVJ3K8FF\", \"price\": \"$149.99\"},\n{\"title\": \"roborock\\u00a0Q5 Pro Robot Vacuum and Mop Combo, 5500Pa Powerful Suction, DuoRoller Brush, LiDAR Navigation, 3D Mapping, Robotic Cleaner for Dirt, Floors, Pet Hair, 240min Runtime, Smart No-Go Zone, Black\", \"asin\": \"B0C7VLHMQR\", \"price\": \"$239.99\"},\n{\"title\": \"eufy\\u00a0Robot Vacuum 11S MAX, Super Thin, Powerful Suction, Quiet, Self-Charging Robotic Vacuum Cleaner, Cleans Hard Floors to Medium-Pile Carpets, Black\", \"asin\": \"B07R295MLS\", \"price\": \"$249.99\"},\n{\"title\": \"betboyles\\u00a0Robot Vacuum and Mop Combo, Robot Vacuum Cleaner, 6 Cleaning Modes, Large Capacity Water Tank Dustbin, Self-Charging, WiFi/App/Alexa, Ideal for Hard Floor, Carpet, Pet Hair\", \"asin\": \"B0D8XXJDBB\", \"price\": \"$89.99\"},\n{\"title\": \"Kilgone\\u00a0Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\"},\n{\"title\": \"Tipdiy\\u00a0Robot Vacuum and Mop Combo,4200Pa Powerful Robotic Vacuum Cleaner with Self-Charging, Home Automatic Robot Aspiradora for Hard Floor, Low Carpet, Pet Hair, App&Voice&Remote Smart Control\", \"asin\": \"B0D2XXSPCR\", \"price\": \"$139.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:23:51.783Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T08:23:51.783Z
|
click
|
other
|
rule
|
train
| 3,039
|
2025-04-06T08:23:51.783Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
{"timestamp": "2025-04-04T20:31:05.988Z", "action": "purchase", "action_argument": "B074H73J1Q"}
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "robot vacuum and mop"}],
"cart_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$9.70", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$3.19"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0CVJ3K8FF"},
{"title": "iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa"},
{"price": "$149.99"},
{"bullet_list": "A COMPLETE CLEAN WITH OUR 4-STAGE CLEANING SYSTEM\u200b. A powerful 4-Stage Cleaning System vacuums and mops in one pass with a special brush for edge cleaning so dust can't gather. NAVIGATES YOUR HOME LIKE A PRO\u200b. The smart navigation methodically cleans in neat rows, while sensors help it navigate around furniture and avoid falling down stairs. READY TO TACKLE DIRT RIGHT OUT OF THE BOX. Straight out of the box, it's easy to use. It only takes a few minutes to set up your robot and start cleaning. THOUGHTFULLY DESIGNED TO SIMPLIFY CLEANING\u200b. The iRobot Home App simplifies your life with features like Clean While I'm Away, suggested cleaning schedules, and a Clean Map report so you always know where your Roomba Combo Essential robot cleaned, even if you weren't home to see it. SMALL, SMART, AND ON A MISSION TO CLEAN. The sleek, low-profile design means it can slide into tighter spots and grab dust and dirt under beds and sofas, while the Edge-Sweeping Brush gets into your edges and corners. RECHARGES ITSELF SO YOU DON'T HAVE TO. Cleans for up to 120 minutes on a single charge and when its battery is low, this smart robot automatically returns to its charging station to recharge. A MOP YOU CAN COUNT ON. Dirt and dust disappear thanks to our built-in mop with a micro pump controlling water flow and keeping the mopping pad uniformly moist during cleaning. The washable microfiber mop pad is reusable for up to 30 uses and has three options for mopping water levels."},
{"bullet_list": " CUSTOMIZED CLEANING. With 3 levels of suction power plus 3 different water level options for mopping, you get customized cleaning for your floors. EXTRA DIRT? SPOT CLEANING IS ON IT. Easily target the places where your floors need extra attention. With spot cleaning, your robot spins in place, cleaning in one spot for up to 2 minutes. FOR PROPER SETUP & OPERATION. The Roomba Combo Essential robot requires a 2.4 GHz network for setup and operation. After setup, keep your robot on 2.4GHz for operation; your phone can return to 5GHz. "}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Roomba Y0140"}],
"promotion_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi...", "asin": "B0DFM5HSK2", "price": "$139.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/Voice/App, Strong Suction, Ease of Use, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYGD976", "price": "$127.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2...", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": ""},
{"title": "AIRROBO Robot Vacuum and Mop Combo, Self-Emptying, 60-Day Capacity, Home Mapping, Schedule, Wi-Fi/App/Alexa/Remote, 180mins Runtime, T20+ Robotic Vacuum Cleaner for Pet, Hard Floors, Carpet", "asin": "B0CQC24STL", "price": "$349.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with WiFi/App, Robotic Vacuum Cleaner, Schedule Settings, Self-Charging, Ideal for Hard Floor, Pet Hair and Low Pile Carpet", "asin": "B0DCVLHM48", "price": "$105.36", "quantity": ""},
{"title": "roborock QV 35A Robot Vacuum and Mop, 8000Pa Suction, Upgraded from Qrevo S, Anti-Tangle Brushes, Smart Obstacle Avoidance, Auto Mop Washing, Self-Emptying & Refilling, 200RPM Spinning Mops, White", "asin": "B0DS5WV7V6", "price": "$599.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compat...", "asin": "B0DP9L9K84", "price": "$129.99", "quantity": ""},
{"title": "roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair", "asin": "B09NM5GCQS", "price": "$199.99", "quantity": ""},
{"title": "Mova S10 Robot Vacuum Cleaner with 7000Pa Suction, 260 Mins Run Time, Liftable Brush, Self-Charging Robotic Vacuum Cleaner for Home, Pet Hair, Hard Floors, App & Voice Control", "asin": "B0DG2XXMVZ", "price": "$199.00", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with WiFi/App, Robotic Vacuum Cleaner, Schedule Settings, Self-Charging, Ideal for Hard Floor, Pet Hair and Low Pile Carpet", "asin": "B0DCVLHM48", "price": "$105.36", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi...", "asin": "B0DFM5HSK2", "price": "$139.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/Voice/App, Strong Suction, Ease of Use, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYGD976", "price": "$127.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2...", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": ""}],
"comparison_items": [{"title": "iRobot\u00a0Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa", "asin": "B0CVJ3K8FF", "price": "$149.99"},
{"title": "roborock\u00a0Q5 Pro Robot Vacuum and Mop Combo, 5500Pa Powerful Suction, DuoRoller Brush, LiDAR Navigation, 3D Mapping, Robotic Cleaner for Dirt, Floors, Pet Hair, 240min Runtime, Smart No-Go Zone, Black", "asin": "B0C7VLHMQR", "price": "$239.99"},
{"title": "eufy\u00a0Robot Vacuum 11S MAX, Super Thin, Powerful Suction, Quiet, Self-Charging Robotic Vacuum Cleaner, Cleans Hard Floors to Medium-Pile Carpets, Black", "asin": "B07R295MLS", "price": "$249.99"},
{"title": "betboyles\u00a0Robot Vacuum and Mop Combo, Robot Vacuum Cleaner, 6 Cleaning Modes, Large Capacity Water Tank Dustbin, Self-Charging, WiFi/App/Alexa, Ideal for Hard Floor, Carpet, Pet Hair", "asin": "B0D8XXJDBB", "price": "$89.99"},
{"title": "Kilgone\u00a0Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DSJHQ7VZ", "price": "$149.99"},
{"title": "Tipdiy\u00a0Robot Vacuum and Mop Combo,4200Pa Powerful Robotic Vacuum Cleaner with Self-Charging, Home Automatic Robot Aspiradora for Hard Floor, Low Carpet, Pet Hair, App&Voice&Remote Smart Control", "asin": "B0D2XXSPCR", "price": "$139.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T08:23:51.783Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T08:23:51.783Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T08:23:51.783Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 3039,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"robot vacuum and mop\"}],\n\"cart_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$9.70\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$3.19\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0CVJ3K8FF\"},\n{\"title\": \"iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa\"},\n{\"price\": \"$149.99\"},\n{\"bullet_list\": \"A COMPLETE CLEAN WITH OUR 4-STAGE CLEANING SYSTEM\\u200b. A powerful 4-Stage Cleaning System vacuums and mops in one pass with a special brush for edge cleaning so dust can't gather. NAVIGATES YOUR HOME LIKE A PRO\\u200b. The smart navigation methodically cleans in neat rows, while sensors help it navigate around furniture and avoid falling down stairs. READY TO TACKLE DIRT RIGHT OUT OF THE BOX. Straight out of the box, it's easy to use. It only takes a few minutes to set up your robot and start cleaning. THOUGHTFULLY DESIGNED TO SIMPLIFY CLEANING\\u200b. The iRobot Home App simplifies your life with features like Clean While I'm Away, suggested cleaning schedules, and a Clean Map report so you always know where your Roomba Combo Essential robot cleaned, even if you weren't home to see it. SMALL, SMART, AND ON A MISSION TO CLEAN. The sleek, low-profile design means it can slide into tighter spots and grab dust and dirt under beds and sofas, while the Edge-Sweeping Brush gets into your edges and corners. RECHARGES ITSELF SO YOU DON'T HAVE TO. Cleans for up to 120 minutes on a single charge and when its battery is low, this smart robot automatically returns to its charging station to recharge. A MOP YOU CAN COUNT ON. Dirt and dust disappear thanks to our built-in mop with a micro pump controlling water flow and keeping the mopping pad uniformly moist during cleaning. The washable microfiber mop pad is reusable for up to 30 uses and has three options for mopping water levels.\"},\n{\"bullet_list\": \" CUSTOMIZED CLEANING. With 3 levels of suction power plus 3 different water level options for mopping, you get customized cleaning for your floors. EXTRA DIRT? SPOT CLEANING IS ON IT. Easily target the places where your floors need extra attention. With spot cleaning, your robot spins in place, cleaning in one spot for up to 2 minutes. FOR PROPER SETUP & OPERATION. The Roomba Combo Essential robot requires a 2.4 GHz network for setup and operation. After setup, keep your robot on 2.4GHz for operation; your phone can return to 5GHz. \"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Roomba Y0140\"}],\n\"promotion_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi...\", \"asin\": \"B0DFM5HSK2\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/Voice/App, Strong Suction, Ease of Use, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYGD976\", \"price\": \"$127.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2...\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop Combo, Self-Emptying, 60-Day Capacity, Home Mapping, Schedule, Wi-Fi/App/Alexa/Remote, 180mins Runtime, T20+ Robotic Vacuum Cleaner for Pet, Hard Floors, Carpet\", \"asin\": \"B0CQC24STL\", \"price\": \"$349.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with WiFi/App, Robotic Vacuum Cleaner, Schedule Settings, Self-Charging, Ideal for Hard Floor, Pet Hair and Low Pile Carpet\", \"asin\": \"B0DCVLHM48\", \"price\": \"$105.36\", \"quantity\": \"\"},\n{\"title\": \"roborock QV 35A Robot Vacuum and Mop, 8000Pa Suction, Upgraded from Qrevo S, Anti-Tangle Brushes, Smart Obstacle Avoidance, Auto Mop Washing, Self-Emptying & Refilling, 200RPM Spinning Mops, White\", \"asin\": \"B0DS5WV7V6\", \"price\": \"$599.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compat...\", \"asin\": \"B0DP9L9K84\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair\", \"asin\": \"B09NM5GCQS\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Mova S10 Robot Vacuum Cleaner with 7000Pa Suction, 260 Mins Run Time, Liftable Brush, Self-Charging Robotic Vacuum Cleaner for Home, Pet Hair, Hard Floors, App & Voice Control\", \"asin\": \"B0DG2XXMVZ\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with WiFi/App, Robotic Vacuum Cleaner, Schedule Settings, Self-Charging, Ideal for Hard Floor, Pet Hair and Low Pile Carpet\", \"asin\": \"B0DCVLHM48\", \"price\": \"$105.36\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi...\", \"asin\": \"B0DFM5HSK2\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/Voice/App, Strong Suction, Ease of Use, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYGD976\", \"price\": \"$127.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2...\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"iRobot\\u00a0Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa\", \"asin\": \"B0CVJ3K8FF\", \"price\": \"$149.99\"},\n{\"title\": \"roborock\\u00a0Q5 Pro Robot Vacuum and Mop Combo, 5500Pa Powerful Suction, DuoRoller Brush, LiDAR Navigation, 3D Mapping, Robotic Cleaner for Dirt, Floors, Pet Hair, 240min Runtime, Smart No-Go Zone, Black\", \"asin\": \"B0C7VLHMQR\", \"price\": \"$239.99\"},\n{\"title\": \"eufy\\u00a0Robot Vacuum 11S MAX, Super Thin, Powerful Suction, Quiet, Self-Charging Robotic Vacuum Cleaner, Cleans Hard Floors to Medium-Pile Carpets, Black\", \"asin\": \"B07R295MLS\", \"price\": \"$249.99\"},\n{\"title\": \"betboyles\\u00a0Robot Vacuum and Mop Combo, Robot Vacuum Cleaner, 6 Cleaning Modes, Large Capacity Water Tank Dustbin, Self-Charging, WiFi/App/Alexa, Ideal for Hard Floor, Carpet, Pet Hair\", \"asin\": \"B0D8XXJDBB\", \"price\": \"$89.99\"},\n{\"title\": \"Kilgone\\u00a0Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\"},\n{\"title\": \"Tipdiy\\u00a0Robot Vacuum and Mop Combo,4200Pa Powerful Robotic Vacuum Cleaner with Self-Charging, Home Automatic Robot Aspiradora for Hard Floor, Low Carpet, Pet Hair, App&Voice&Remote Smart Control\", \"asin\": \"B0D2XXSPCR\", \"price\": \"$139.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:23:51.783Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"robot vacuum and mop\"}],\n\"cart_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$9.70\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$3.19\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"DREAME L10s Pro Ultra Heat Robot Vacuum and Mop Combo, Mop Extend, 7000Pa Suction, Auto Robot Care and Maintenance, 136\\u00b0F Hot Water Mop Self-Cleaning, Obstacle Avoidance, Ideal for Hair, Carpets\", \"asin\": \"B0CVL2TT74\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa\", \"asin\": \"B0B7J95MHN\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Yeedi M12 Ultra Plus Robot Vacuum and Mop, Upgrade 11800Pa Strong Suction, ZeroTangle Technology, TruEdge Deep Mopping, Auto Mop Washing/Drying, Auto-Lift Mopping, Mini Omni Station, White\", \"asin\": \"B0DBQ8BHDG\", \"price\": \"$619.99\", \"quantity\": \"\"},\n{\"title\": \"Yeedi C12 Plus Robot Vacuum and Mop, 8000Pa Strong Suction, 7-Week Dust Storage, Bagless Dust Bin, PureCyclone Tech, ZeroTangle Brush, White\", \"asin\": \"B0CZNF433F\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"DREAME L10s Ultra Gen 2 Robot Vacuum and Mop, 10,000Pa Suction, MopExtend Technology, All-in-One Base Station, Pet-Friendly, Versatile Carpet Cleaning, DuoScrub Mopping System, Smart Pathfinder Tech\", \"asin\": \"B0DHGLKY1N\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors\", \"asin\": \"B0DQBW5B68\", \"price\": \"$249.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DREAME X50 Ultra Robot Vacuum and Mop with Auto-Empty and Mop Self-Cleaning, 20,000Pa Suction, Obstacle Avoidance and 360\\u00b0 Navigation, Corner to Edge Deep Cleaning, Detangling Brush\", \"asin\": \"B0DM5J52GC\"},\n{\"title\": \"DREAME X40 Ultra Robotic Vacuum with Removable & Liftable Mop, 12,000Pa Suction, Side Brush Extensive Cleaning, 158\\u00b0F Mop & Washboard Self Cleaning, Auto-Empty, Auto Refill, liftable Brushes\", \"asin\": \"B0CXDXKSXP\"},\n{\"title\": \"dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa\", \"asin\": \"B0B7J95MHN\"}],\n\"search_results\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"B0CR6HCH2B\", \"price\": \"$119.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, Max Suction 2000Pa, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet\", \"asin\": \"B0DFM5HSK2\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa\", \"asin\": \"B0CVJ3K8FF\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized Cleaning Adjustments, Self-Charging Robotic Vacuum Cleaner, Advanced Obstacle Avoidance\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 13 left in stock - order soon.\"},\n{\"title\": \"Shark Robot Vacuum & Mop Combo, Powerful Suction, Matrix Plus, 60-Day Debris Capacity, HEPA Bagless Self Empty Base, Sonic Mopping, Home Mapping for Pet Hair, Carpets & Hardfloor, Black/Gold, AV2610WA\", \"asin\": \"B0B89C8H4Q\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, 2000Pa Max Suction, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet\", \"asin\": \"B0DCZNC2DP\", \"price\": \"$97.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"roborock Q8 Max+ Robot Vacuum and Mop, Self-Emptying, Hands-Free Cleaning for up to 7 Weeks, Reactive Tech Obstacle Avoidance, 5500 Pa Suction, DuoRoller Brush, APP-Controlled Mopping, White\", \"asin\": \"B0C7VH6VK1\", \"price\": \"$399.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop, 2 in 1 Robotic Vacuum Cleaner with Schedule, App/Voice, Slim Mopping Vacuum Robot with Watertank and Dustbin, Self-Charging, Easy of Use, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0DPZS1V9Y\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets\", \"asin\": \"B0DP9L9K84\", \"price\": \"$129.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Mopping Robot Vacuum Cleaner with 2300Pa Suction, 2.87'' Slim Design, Wi-Fi/App/Voice Control, 3D Obstacle Avoidance&Self-Charging for Hard Floors, Carpets, Pet Hair\", \"asin\": \"B0CT5FSTS2\", \"price\": \"$129.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"iRobot Roomba Combo i5+ Self-Emptying Robot Vacuum and Mop, Clean by Room with Smart Mapping, Empties Itself for Up to 60 Days, Works with Alexa, Personalized Cleaning OS\", \"asin\": \"B0C4N37V2Z\", \"price\": \"$299.99\", \"delivery\": \" Same-Day FREE delivery Today 7 AM - 11 AM\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets\", \"asin\": \"B0DP9L9K84\", \"price\": \"$129.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors\", \"asin\": \"B0DQBW5B68\", \"price\": \"$249.99\", \"delivery\": \"FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with Schedule, App/Bluetooth/Voice, Max Suction 3200Pa, Self-Charging Robot Vacuum Cleaner, Slim, Ideal for Pet Hair, Hard Floor, Carpet\", \"asin\": \"B0DGX3S47R\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"eufy X10 Pro Omni Robot Vacuum and Mop Combo, 8,000 Pa Suction, Dual Mops with 12 mm Auto-Lift and Carpet Detection, AI Obstacle Avoidance, Auto Mop Washing, Auto Drying, Self-Emptying, Self-Refilling\", \"asin\": \"B0CPFBBHP4\", \"price\": \"$549.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lubluelu 3 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Robot Vacuum and Mop Combo,4200Pa Powerful Robotic Vacuum Cleaner with Self-Charging, Home Automatic Robot Aspiradora for Hard Floor, Low Carpet, Pet Hair, App&Voice&Remote Smart Control\", \"asin\": \"B0D2XXSPCR\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 7 AM - 11 AM\"},\n{\"title\": \"ILIFE A12 Pro Robot Vacuum and Mop Combo, Self Emptying Station for 60 Days, LiDAR Navigation, Home Mapping, No-Go Zones, 2.4G WiFi/App/Alexa/Remote Control, for Hard Floors, 110V\", \"asin\": \"B0DP8DPXKW\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Robot Vacuum and Mop Combo, Robot Vacuum Cleaner, 6 Cleaning Modes, Large Capacity Water Tank Dustbin, Self-Charging, WiFi/App/Alexa, Ideal for Hard Floor, Carpet, Pet Hair\", \"asin\": \"B0D8XXJDBB\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ILIFE V5s Plus Robot Vacuum and Mop Combo, Works with 2.4G WiFi, Alexa/App/Remote Control, Automatic Self-Charging Robotic Vacuum Cleaner, for Pet Hair, Hard Floor, Low Carpet (V5s Pro Upgraded)\", \"asin\": \"B0BG6YVCK9\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"iRobot Roomba Combo i5 Robot Vacuum & Mop - Clean by Room with Smart Mapping, Works with Alexa, Personalized Cleaning Powered OS, Ideal for Pet Hair, Carpet and Hard Floors\", \"asin\": \"B0C415KNH8\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ECOVACS DEEBOT T50 MAX PRO Omni Robot Vacuum and Mop, 18,500Pa Suction, 18mm Auto-Lift, ZeroTangle &TruEdge 2.0, AIVI 3.0 Obstacle Avoidance, Auto Hot Water Mop Wash/Dry/Refill, Self-Emptying\", \"asin\": \"B0DR8W5H74\", \"price\": \"$999.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized Cleaning Adjustments, Self-Charging Robotic Vacuum Cleaner, Advanced Obstacle Avoidance\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors\", \"asin\": \"B0DQBW5B68\", \"price\": \"$249.99\", \"delivery\": \"FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"HONITURE Robot Vacuum and Mop Combo, 4000pa Strong Suction, G20 Robot Vacuum Cleaner with Self-Charging, 150Mins Max, App&Remote&Voice Control, Super-Slim, Ideal for Pet Hair\", \"asin\": \"B0CQ4PLMJP\", \"price\": \"$189.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:24:01.859Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T08:24:01.859Z
|
click_product
|
B0DMDZDLN8
|
rule
|
train
| 3,040
|
2025-04-06T08:24:01.859Z
|
click_product
|
B0DMDZDLN8
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
{"timestamp": "2025-04-04T20:31:05.988Z", "action": "purchase", "action_argument": "B074H73J1Q"}
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "robot vacuum and mop"}],
"cart_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$9.70", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$3.19"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
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{"title": "dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa", "asin": "B0B7J95MHN", "price": "$399.99", "quantity": ""},
{"title": "Yeedi M12 Ultra Plus Robot Vacuum and Mop, Upgrade 11800Pa Strong Suction, ZeroTangle Technology, TruEdge Deep Mopping, Auto Mop Washing/Drying, Auto-Lift Mopping, Mini Omni Station, White", "asin": "B0DBQ8BHDG", "price": "$619.99", "quantity": ""},
{"title": "Yeedi C12 Plus Robot Vacuum and Mop, 8000Pa Strong Suction, 7-Week Dust Storage, Bagless Dust Bin, PureCyclone Tech, ZeroTangle Brush, White", "asin": "B0CZNF433F", "price": "$299.99", "quantity": ""},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "quantity": ""},
{"title": "DREAME L10s Ultra Gen 2 Robot Vacuum and Mop, 10,000Pa Suction, MopExtend Technology, All-in-One Base Station, Pet-Friendly, Versatile Carpet Cleaning, DuoScrub Mopping System, Smart Pathfinder Tech", "asin": "B0DHGLKY1N", "price": "$899.99", "quantity": ""},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors", "asin": "B0DQBW5B68", "price": "$249.99", "quantity": ""}],
"ads": [{"title": "DREAME X50 Ultra Robot Vacuum and Mop with Auto-Empty and Mop Self-Cleaning, 20,000Pa Suction, Obstacle Avoidance and 360\u00b0 Navigation, Corner to Edge Deep Cleaning, Detangling Brush", "asin": "B0DM5J52GC"},
{"title": "DREAME X40 Ultra Robotic Vacuum with Removable & Liftable Mop, 12,000Pa Suction, Side Brush Extensive Cleaning, 158\u00b0F Mop & Washboard Self Cleaning, Auto-Empty, Auto Refill, liftable Brushes", "asin": "B0CXDXKSXP"},
{"title": "dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa", "asin": "B0B7J95MHN"}],
"search_results": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black", "asin": "B0CR6HCH2B", "price": "$119.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, Max Suction 2000Pa, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet", "asin": "B0DFM5HSK2", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa", "asin": "B0CVJ3K8FF", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized Cleaning Adjustments, Self-Charging Robotic Vacuum Cleaner, Advanced Obstacle Avoidance", "asin": "B0DMDZDLN8", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Only 13 left in stock - order soon."},
{"title": "Shark Robot Vacuum & Mop Combo, Powerful Suction, Matrix Plus, 60-Day Debris Capacity, HEPA Bagless Self Empty Base, Sonic Mopping, Home Mapping for Pet Hair, Carpets & Hardfloor, Black/Gold, AV2610WA", "asin": "B0B89C8H4Q", "price": "$379.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, 2000Pa Max Suction, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet", "asin": "B0DCZNC2DP", "price": "$97.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "roborock Q8 Max+ Robot Vacuum and Mop, Self-Emptying, Hands-Free Cleaning for up to 7 Weeks, Reactive Tech Obstacle Avoidance, 5500 Pa Suction, DuoRoller Brush, APP-Controlled Mopping, White", "asin": "B0C7VH6VK1", "price": "$399.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum and Mop, 2 in 1 Robotic Vacuum Cleaner with Schedule, App/Voice, Slim Mopping Vacuum Robot with Watertank and Dustbin, Self-Charging, Easy of Use, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0DPZS1V9Y", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets", "asin": "B0DP9L9K84", "price": "$129.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Robot Vacuum and Mop Combo, 2-in-1 Mopping Robot Vacuum Cleaner with 2300Pa Suction, 2.87'' Slim Design, Wi-Fi/App/Voice Control, 3D Obstacle Avoidance&Self-Charging for Hard Floors, Carpets, Pet Hair", "asin": "B0CT5FSTS2", "price": "$129.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "iRobot Roomba Combo i5+ Self-Emptying Robot Vacuum and Mop, Clean by Room with Smart Mapping, Empties Itself for Up to 60 Days, Works with Alexa, Personalized Cleaning OS", "asin": "B0C4N37V2Z", "price": "$299.99", "delivery": " Same-Day FREE delivery Today 7 AM - 11 AM"},
{"title": "Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets", "asin": "B0DP9L9K84", "price": "$129.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors", "asin": "B0DQBW5B68", "price": "$249.99", "delivery": "FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with Schedule, App/Bluetooth/Voice, Max Suction 3200Pa, Self-Charging Robot Vacuum Cleaner, Slim, Ideal for Pet Hair, Hard Floor, Carpet", "asin": "B0DGX3S47R", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "eufy X10 Pro Omni Robot Vacuum and Mop Combo, 8,000 Pa Suction, Dual Mops with 12 mm Auto-Lift and Carpet Detection, AI Obstacle Avoidance, Auto Mop Washing, Auto Drying, Self-Emptying, Self-Refilling", "asin": "B0CPFBBHP4", "price": "$549.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Lubluelu 3 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W", "asin": "B0D93DWV61", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Robot Vacuum and Mop Combo,4200Pa Powerful Robotic Vacuum Cleaner with Self-Charging, Home Automatic Robot Aspiradora for Hard Floor, Low Carpet, Pet Hair, App&Voice&Remote Smart Control", "asin": "B0D2XXSPCR", "price": "$139.99", "delivery": " Same-Day FREE delivery Today 7 AM - 11 AM"},
{"title": "ILIFE A12 Pro Robot Vacuum and Mop Combo, Self Emptying Station for 60 Days, LiDAR Navigation, Home Mapping, No-Go Zones, 2.4G WiFi/App/Alexa/Remote Control, for Hard Floors, 110V", "asin": "B0DP8DPXKW", "price": "$219.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members"},
{"title": "Robot Vacuum and Mop Combo, Robot Vacuum Cleaner, 6 Cleaning Modes, Large Capacity Water Tank Dustbin, Self-Charging, WiFi/App/Alexa, Ideal for Hard Floor, Carpet, Pet Hair", "asin": "B0D8XXJDBB", "price": "$89.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "ILIFE V5s Plus Robot Vacuum and Mop Combo, Works with 2.4G WiFi, Alexa/App/Remote Control, Automatic Self-Charging Robotic Vacuum Cleaner, for Pet Hair, Hard Floor, Low Carpet (V5s Pro Upgraded)", "asin": "B0BG6YVCK9", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "iRobot Roomba Combo i5 Robot Vacuum & Mop - Clean by Room with Smart Mapping, Works with Alexa, Personalized Cleaning Powered OS, Ideal for Pet Hair, Carpet and Hard Floors", "asin": "B0C415KNH8", "price": "$199.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control", "asin": "B0D9Y157SD", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "ECOVACS DEEBOT T50 MAX PRO Omni Robot Vacuum and Mop, 18,500Pa Suction, 18mm Auto-Lift, ZeroTangle &TruEdge 2.0, AIVI 3.0 Obstacle Avoidance, Auto Hot Water Mop Wash/Dry/Refill, Self-Emptying", "asin": "B0DR8W5H74", "price": "$999.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized Cleaning Adjustments, Self-Charging Robotic Vacuum Cleaner, Advanced Obstacle Avoidance", "asin": "B0DMDZDLN8", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors", "asin": "B0DQBW5B68", "price": "$249.99", "delivery": "FREE delivery Tomorrow, Apr 7"},
{"title": "HONITURE Robot Vacuum and Mop Combo, 4000pa Strong Suction, G20 Robot Vacuum Cleaner with Self-Charging, 150Mins Max, App&Remote&Voice Control, Super-Slim, Ideal for Pet Hair", "asin": "B0CQ4PLMJP", "price": "$189.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T08:24:01.859Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T08:24:01.859Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DMDZDLN8\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T08:24:01.859Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DMDZDLN8\",}</answer>",
"index": 3040,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"robot vacuum and mop\"}],\n\"cart_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$9.70\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$3.19\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"DREAME L10s Pro Ultra Heat Robot Vacuum and Mop Combo, Mop Extend, 7000Pa Suction, Auto Robot Care and Maintenance, 136\\u00b0F Hot Water Mop Self-Cleaning, Obstacle Avoidance, Ideal for Hair, Carpets\", \"asin\": \"B0CVL2TT74\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa\", \"asin\": \"B0B7J95MHN\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Yeedi M12 Ultra Plus Robot Vacuum and Mop, Upgrade 11800Pa Strong Suction, ZeroTangle Technology, TruEdge Deep Mopping, Auto Mop Washing/Drying, Auto-Lift Mopping, Mini Omni Station, White\", \"asin\": \"B0DBQ8BHDG\", \"price\": \"$619.99\", \"quantity\": \"\"},\n{\"title\": \"Yeedi C12 Plus Robot Vacuum and Mop, 8000Pa Strong Suction, 7-Week Dust Storage, Bagless Dust Bin, PureCyclone Tech, ZeroTangle Brush, White\", \"asin\": \"B0CZNF433F\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"DREAME L10s Ultra Gen 2 Robot Vacuum and Mop, 10,000Pa Suction, MopExtend Technology, All-in-One Base Station, Pet-Friendly, Versatile Carpet Cleaning, DuoScrub Mopping System, Smart Pathfinder Tech\", \"asin\": \"B0DHGLKY1N\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors\", \"asin\": \"B0DQBW5B68\", \"price\": \"$249.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DREAME X50 Ultra Robot Vacuum and Mop with Auto-Empty and Mop Self-Cleaning, 20,000Pa Suction, Obstacle Avoidance and 360\\u00b0 Navigation, Corner to Edge Deep Cleaning, Detangling Brush\", \"asin\": \"B0DM5J52GC\"},\n{\"title\": \"DREAME X40 Ultra Robotic Vacuum with Removable & Liftable Mop, 12,000Pa Suction, Side Brush Extensive Cleaning, 158\\u00b0F Mop & Washboard Self Cleaning, Auto-Empty, Auto Refill, liftable Brushes\", \"asin\": \"B0CXDXKSXP\"},\n{\"title\": \"dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa\", \"asin\": \"B0B7J95MHN\"}],\n\"search_results\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"B0CR6HCH2B\", \"price\": \"$119.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, Max Suction 2000Pa, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet\", \"asin\": \"B0DFM5HSK2\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa\", \"asin\": \"B0CVJ3K8FF\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized Cleaning Adjustments, Self-Charging Robotic Vacuum Cleaner, Advanced Obstacle Avoidance\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 13 left in stock - order soon.\"},\n{\"title\": \"Shark Robot Vacuum & Mop Combo, Powerful Suction, Matrix Plus, 60-Day Debris Capacity, HEPA Bagless Self Empty Base, Sonic Mopping, Home Mapping for Pet Hair, Carpets & Hardfloor, Black/Gold, AV2610WA\", \"asin\": \"B0B89C8H4Q\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, 2000Pa Max Suction, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet\", \"asin\": \"B0DCZNC2DP\", \"price\": \"$97.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"roborock Q8 Max+ Robot Vacuum and Mop, Self-Emptying, Hands-Free Cleaning for up to 7 Weeks, Reactive Tech Obstacle Avoidance, 5500 Pa Suction, DuoRoller Brush, APP-Controlled Mopping, White\", \"asin\": \"B0C7VH6VK1\", \"price\": \"$399.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop, 2 in 1 Robotic Vacuum Cleaner with Schedule, App/Voice, Slim Mopping Vacuum Robot with Watertank and Dustbin, Self-Charging, Easy of Use, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0DPZS1V9Y\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets\", \"asin\": \"B0DP9L9K84\", \"price\": \"$129.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Mopping Robot Vacuum Cleaner with 2300Pa Suction, 2.87'' Slim Design, Wi-Fi/App/Voice Control, 3D Obstacle Avoidance&Self-Charging for Hard Floors, Carpets, Pet Hair\", \"asin\": \"B0CT5FSTS2\", \"price\": \"$129.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"iRobot Roomba Combo i5+ Self-Emptying Robot Vacuum and Mop, Clean by Room with Smart Mapping, Empties Itself for Up to 60 Days, Works with Alexa, Personalized Cleaning OS\", \"asin\": \"B0C4N37V2Z\", \"price\": \"$299.99\", \"delivery\": \" Same-Day FREE delivery Today 7 AM - 11 AM\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets\", \"asin\": \"B0DP9L9K84\", \"price\": \"$129.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors\", \"asin\": \"B0DQBW5B68\", \"price\": \"$249.99\", \"delivery\": \"FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with Schedule, App/Bluetooth/Voice, Max Suction 3200Pa, Self-Charging Robot Vacuum Cleaner, Slim, Ideal for Pet Hair, Hard Floor, Carpet\", \"asin\": \"B0DGX3S47R\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"eufy X10 Pro Omni Robot Vacuum and Mop Combo, 8,000 Pa Suction, Dual Mops with 12 mm Auto-Lift and Carpet Detection, AI Obstacle Avoidance, Auto Mop Washing, Auto Drying, Self-Emptying, Self-Refilling\", \"asin\": \"B0CPFBBHP4\", \"price\": \"$549.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lubluelu 3 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Robot Vacuum and Mop Combo,4200Pa Powerful Robotic Vacuum Cleaner with Self-Charging, Home Automatic Robot Aspiradora for Hard Floor, Low Carpet, Pet Hair, App&Voice&Remote Smart Control\", \"asin\": \"B0D2XXSPCR\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 7 AM - 11 AM\"},\n{\"title\": \"ILIFE A12 Pro Robot Vacuum and Mop Combo, Self Emptying Station for 60 Days, LiDAR Navigation, Home Mapping, No-Go Zones, 2.4G WiFi/App/Alexa/Remote Control, for Hard Floors, 110V\", \"asin\": \"B0DP8DPXKW\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Robot Vacuum and Mop Combo, Robot Vacuum Cleaner, 6 Cleaning Modes, Large Capacity Water Tank Dustbin, Self-Charging, WiFi/App/Alexa, Ideal for Hard Floor, Carpet, Pet Hair\", \"asin\": \"B0D8XXJDBB\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ILIFE V5s Plus Robot Vacuum and Mop Combo, Works with 2.4G WiFi, Alexa/App/Remote Control, Automatic Self-Charging Robotic Vacuum Cleaner, for Pet Hair, Hard Floor, Low Carpet (V5s Pro Upgraded)\", \"asin\": \"B0BG6YVCK9\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"iRobot Roomba Combo i5 Robot Vacuum & Mop - Clean by Room with Smart Mapping, Works with Alexa, Personalized Cleaning Powered OS, Ideal for Pet Hair, Carpet and Hard Floors\", \"asin\": \"B0C415KNH8\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ECOVACS DEEBOT T50 MAX PRO Omni Robot Vacuum and Mop, 18,500Pa Suction, 18mm Auto-Lift, ZeroTangle &TruEdge 2.0, AIVI 3.0 Obstacle Avoidance, Auto Hot Water Mop Wash/Dry/Refill, Self-Emptying\", \"asin\": \"B0DR8W5H74\", \"price\": \"$999.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized Cleaning Adjustments, Self-Charging Robotic Vacuum Cleaner, Advanced Obstacle Avoidance\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors\", \"asin\": \"B0DQBW5B68\", \"price\": \"$249.99\", \"delivery\": \"FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"HONITURE Robot Vacuum and Mop Combo, 4000pa Strong Suction, G20 Robot Vacuum Cleaner with Self-Charging, 150Mins Max, App&Remote&Voice Control, Super-Slim, Ideal for Pet Hair\", \"asin\": \"B0CQ4PLMJP\", \"price\": \"$189.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:24:01.859Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"robot vacuum and mop\"}],\n\"cart_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$9.70\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$3.19\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"DREAME L10s Pro Ultra Heat Robot Vacuum and Mop Combo, Mop Extend, 7000Pa Suction, Auto Robot Care and Maintenance, 136\\u00b0F Hot Water Mop Self-Cleaning, Obstacle Avoidance, Ideal for Hair, Carpets\", \"asin\": \"B0CVL2TT74\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa\", \"asin\": \"B0B7J95MHN\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Yeedi M12 Ultra Plus Robot Vacuum and Mop, Upgrade 11800Pa Strong Suction, ZeroTangle Technology, TruEdge Deep Mopping, Auto Mop Washing/Drying, Auto-Lift Mopping, Mini Omni Station, White\", \"asin\": \"B0DBQ8BHDG\", \"price\": \"$619.99\", \"quantity\": \"\"},\n{\"title\": \"Yeedi C12 Plus Robot Vacuum and Mop, 8000Pa Strong Suction, 7-Week Dust Storage, Bagless Dust Bin, PureCyclone Tech, ZeroTangle Brush, White\", \"asin\": \"B0CZNF433F\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"DREAME L10s Ultra Gen 2 Robot Vacuum and Mop, 10,000Pa Suction, MopExtend Technology, All-in-One Base Station, Pet-Friendly, Versatile Carpet Cleaning, DuoScrub Mopping System, Smart Pathfinder Tech\", \"asin\": \"B0DHGLKY1N\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors\", \"asin\": \"B0DQBW5B68\", \"price\": \"$249.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DREAME X50 Ultra Robot Vacuum and Mop with Auto-Empty and Mop Self-Cleaning, 20,000Pa Suction, Obstacle Avoidance and 360\\u00b0 Navigation, Corner to Edge Deep Cleaning, Detangling Brush\", \"asin\": \"B0DM5J52GC\"},\n{\"title\": \"DREAME X40 Ultra Robotic Vacuum with Removable & Liftable Mop, 12,000Pa Suction, Side Brush Extensive Cleaning, 158\\u00b0F Mop & Washboard Self Cleaning, Auto-Empty, Auto Refill, liftable Brushes\", \"asin\": \"B0CXDXKSXP\"},\n{\"title\": \"dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa\", \"asin\": \"B0B7J95MHN\"}],\n\"search_results\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"B0CR6HCH2B\", \"price\": \"$119.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, Max Suction 2000Pa, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet\", \"asin\": \"B0DFM5HSK2\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa\", \"asin\": \"B0CVJ3K8FF\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized Cleaning Adjustments, Self-Charging Robotic Vacuum Cleaner, Advanced Obstacle Avoidance\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 13 left in stock - order soon.\"},\n{\"title\": \"Shark Robot Vacuum & Mop Combo, Powerful Suction, Matrix Plus, 60-Day Debris Capacity, HEPA Bagless Self Empty Base, Sonic Mopping, Home Mapping for Pet Hair, Carpets & Hardfloor, Black/Gold, AV2610WA\", \"asin\": \"B0B89C8H4Q\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, 2000Pa Max Suction, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet\", \"asin\": \"B0DCZNC2DP\", \"price\": \"$97.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"roborock Q8 Max+ Robot Vacuum and Mop, Self-Emptying, Hands-Free Cleaning for up to 7 Weeks, Reactive Tech Obstacle Avoidance, 5500 Pa Suction, DuoRoller Brush, APP-Controlled Mopping, White\", \"asin\": \"B0C7VH6VK1\", \"price\": \"$399.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop, 2 in 1 Robotic Vacuum Cleaner with Schedule, App/Voice, Slim Mopping Vacuum Robot with Watertank and Dustbin, Self-Charging, Easy of Use, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0DPZS1V9Y\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets\", \"asin\": \"B0DP9L9K84\", \"price\": \"$129.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Mopping Robot Vacuum Cleaner with 2300Pa Suction, 2.87'' Slim Design, Wi-Fi/App/Voice Control, 3D Obstacle Avoidance&Self-Charging for Hard Floors, Carpets, Pet Hair\", \"asin\": \"B0CT5FSTS2\", \"price\": \"$129.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"iRobot Roomba Combo i5+ Self-Emptying Robot Vacuum and Mop, Clean by Room with Smart Mapping, Empties Itself for Up to 60 Days, Works with Alexa, Personalized Cleaning OS\", \"asin\": \"B0C4N37V2Z\", \"price\": \"$299.99\", \"delivery\": \" Same-Day FREE delivery Today 7 AM - 11 AM\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets\", \"asin\": \"B0DP9L9K84\", \"price\": \"$129.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors\", \"asin\": \"B0DQBW5B68\", \"price\": \"$249.99\", \"delivery\": \"FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with Schedule, App/Bluetooth/Voice, Max Suction 3200Pa, Self-Charging Robot Vacuum Cleaner, Slim, Ideal for Pet Hair, Hard Floor, Carpet\", \"asin\": \"B0DGX3S47R\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"eufy X10 Pro Omni Robot Vacuum and Mop Combo, 8,000 Pa Suction, Dual Mops with 12 mm Auto-Lift and Carpet Detection, AI Obstacle Avoidance, Auto Mop Washing, Auto Drying, Self-Emptying, Self-Refilling\", \"asin\": \"B0CPFBBHP4\", \"price\": \"$549.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lubluelu 3 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Robot Vacuum and Mop Combo,4200Pa Powerful Robotic Vacuum Cleaner with Self-Charging, Home Automatic Robot Aspiradora for Hard Floor, Low Carpet, Pet Hair, App&Voice&Remote Smart Control\", \"asin\": \"B0D2XXSPCR\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 7 AM - 11 AM\"},\n{\"title\": \"ILIFE A12 Pro Robot Vacuum and Mop Combo, Self Emptying Station for 60 Days, LiDAR Navigation, Home Mapping, No-Go Zones, 2.4G WiFi/App/Alexa/Remote Control, for Hard Floors, 110V\", \"asin\": \"B0DP8DPXKW\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Robot Vacuum and Mop Combo, Robot Vacuum Cleaner, 6 Cleaning Modes, Large Capacity Water Tank Dustbin, Self-Charging, WiFi/App/Alexa, Ideal for Hard Floor, Carpet, Pet Hair\", \"asin\": \"B0D8XXJDBB\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ILIFE V5s Plus Robot Vacuum and Mop Combo, Works with 2.4G WiFi, Alexa/App/Remote Control, Automatic Self-Charging Robotic Vacuum Cleaner, for Pet Hair, Hard Floor, Low Carpet (V5s Pro Upgraded)\", \"asin\": \"B0BG6YVCK9\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"iRobot Roomba Combo i5 Robot Vacuum & Mop - Clean by Room with Smart Mapping, Works with Alexa, Personalized Cleaning Powered OS, Ideal for Pet Hair, Carpet and Hard Floors\", \"asin\": \"B0C415KNH8\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ECOVACS DEEBOT T50 MAX PRO Omni Robot Vacuum and Mop, 18,500Pa Suction, 18mm Auto-Lift, ZeroTangle &TruEdge 2.0, AIVI 3.0 Obstacle Avoidance, Auto Hot Water Mop Wash/Dry/Refill, Self-Emptying\", \"asin\": \"B0DR8W5H74\", \"price\": \"$999.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized Cleaning Adjustments, Self-Charging Robotic Vacuum Cleaner, Advanced Obstacle Avoidance\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors\", \"asin\": \"B0DQBW5B68\", \"price\": \"$249.99\", \"delivery\": \"FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"HONITURE Robot Vacuum and Mop Combo, 4000pa Strong Suction, G20 Robot Vacuum Cleaner with Self-Charging, 150Mins Max, App&Remote&Voice Control, Super-Slim, Ideal for Pet Hair\", \"asin\": \"B0CQ4PLMJP\", \"price\": \"$189.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:24:50.684Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T08:24:50.684Z
|
click_product
|
B0CVL2TT74
|
rule
|
train
| 3,041
|
2025-04-06T08:24:50.684Z
|
click_product
|
B0CVL2TT74
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:28:46.994Z", "action": "input", "action_argument": "eye drop"}
{"timestamp": "2025-04-04T20:28:47.191Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
{"timestamp": "2025-04-04T20:31:05.988Z", "action": "purchase", "action_argument": "B074H73J1Q"}
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "robot vacuum and mop"}],
"cart_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$9.70", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$3.19"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "DREAME L10s Pro Ultra Heat Robot Vacuum and Mop Combo, Mop Extend, 7000Pa Suction, Auto Robot Care and Maintenance, 136\u00b0F Hot Water Mop Self-Cleaning, Obstacle Avoidance, Ideal for Hair, Carpets", "asin": "B0CVL2TT74", "price": "$549.99", "quantity": ""},
{"title": "dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa", "asin": "B0B7J95MHN", "price": "$399.99", "quantity": ""},
{"title": "Yeedi M12 Ultra Plus Robot Vacuum and Mop, Upgrade 11800Pa Strong Suction, ZeroTangle Technology, TruEdge Deep Mopping, Auto Mop Washing/Drying, Auto-Lift Mopping, Mini Omni Station, White", "asin": "B0DBQ8BHDG", "price": "$619.99", "quantity": ""},
{"title": "Yeedi C12 Plus Robot Vacuum and Mop, 8000Pa Strong Suction, 7-Week Dust Storage, Bagless Dust Bin, PureCyclone Tech, ZeroTangle Brush, White", "asin": "B0CZNF433F", "price": "$299.99", "quantity": ""},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "quantity": ""},
{"title": "DREAME L10s Ultra Gen 2 Robot Vacuum and Mop, 10,000Pa Suction, MopExtend Technology, All-in-One Base Station, Pet-Friendly, Versatile Carpet Cleaning, DuoScrub Mopping System, Smart Pathfinder Tech", "asin": "B0DHGLKY1N", "price": "$899.99", "quantity": ""},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors", "asin": "B0DQBW5B68", "price": "$249.99", "quantity": ""}],
"ads": [{"title": "DREAME X50 Ultra Robot Vacuum and Mop with Auto-Empty and Mop Self-Cleaning, 20,000Pa Suction, Obstacle Avoidance and 360\u00b0 Navigation, Corner to Edge Deep Cleaning, Detangling Brush", "asin": "B0DM5J52GC"},
{"title": "DREAME X40 Ultra Robotic Vacuum with Removable & Liftable Mop, 12,000Pa Suction, Side Brush Extensive Cleaning, 158\u00b0F Mop & Washboard Self Cleaning, Auto-Empty, Auto Refill, liftable Brushes", "asin": "B0CXDXKSXP"},
{"title": "dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa", "asin": "B0B7J95MHN"}],
"search_results": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black", "asin": "B0CR6HCH2B", "price": "$119.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, Max Suction 2000Pa, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet", "asin": "B0DFM5HSK2", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa", "asin": "B0CVJ3K8FF", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized Cleaning Adjustments, Self-Charging Robotic Vacuum Cleaner, Advanced Obstacle Avoidance", "asin": "B0DMDZDLN8", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Only 13 left in stock - order soon."},
{"title": "Shark Robot Vacuum & Mop Combo, Powerful Suction, Matrix Plus, 60-Day Debris Capacity, HEPA Bagless Self Empty Base, Sonic Mopping, Home Mapping for Pet Hair, Carpets & Hardfloor, Black/Gold, AV2610WA", "asin": "B0B89C8H4Q", "price": "$379.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, 2000Pa Max Suction, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet", "asin": "B0DCZNC2DP", "price": "$97.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "roborock Q8 Max+ Robot Vacuum and Mop, Self-Emptying, Hands-Free Cleaning for up to 7 Weeks, Reactive Tech Obstacle Avoidance, 5500 Pa Suction, DuoRoller Brush, APP-Controlled Mopping, White", "asin": "B0C7VH6VK1", "price": "$399.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum and Mop, 2 in 1 Robotic Vacuum Cleaner with Schedule, App/Voice, Slim Mopping Vacuum Robot with Watertank and Dustbin, Self-Charging, Easy of Use, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0DPZS1V9Y", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets", "asin": "B0DP9L9K84", "price": "$129.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Robot Vacuum and Mop Combo, 2-in-1 Mopping Robot Vacuum Cleaner with 2300Pa Suction, 2.87'' Slim Design, Wi-Fi/App/Voice Control, 3D Obstacle Avoidance&Self-Charging for Hard Floors, Carpets, Pet Hair", "asin": "B0CT5FSTS2", "price": "$129.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "iRobot Roomba Combo i5+ Self-Emptying Robot Vacuum and Mop, Clean by Room with Smart Mapping, Empties Itself for Up to 60 Days, Works with Alexa, Personalized Cleaning OS", "asin": "B0C4N37V2Z", "price": "$299.99", "delivery": " Same-Day FREE delivery Today 7 AM - 11 AM"},
{"title": "Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets", "asin": "B0DP9L9K84", "price": "$129.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors", "asin": "B0DQBW5B68", "price": "$249.99", "delivery": "FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with Schedule, App/Bluetooth/Voice, Max Suction 3200Pa, Self-Charging Robot Vacuum Cleaner, Slim, Ideal for Pet Hair, Hard Floor, Carpet", "asin": "B0DGX3S47R", "price": "$149.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "eufy X10 Pro Omni Robot Vacuum and Mop Combo, 8,000 Pa Suction, Dual Mops with 12 mm Auto-Lift and Carpet Detection, AI Obstacle Avoidance, Auto Mop Washing, Auto Drying, Self-Emptying, Self-Refilling", "asin": "B0CPFBBHP4", "price": "$549.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Lubluelu 3 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W", "asin": "B0D93DWV61", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Robot Vacuum and Mop Combo,4200Pa Powerful Robotic Vacuum Cleaner with Self-Charging, Home Automatic Robot Aspiradora for Hard Floor, Low Carpet, Pet Hair, App&Voice&Remote Smart Control", "asin": "B0D2XXSPCR", "price": "$139.99", "delivery": " Same-Day FREE delivery Today 7 AM - 11 AM"},
{"title": "ILIFE A12 Pro Robot Vacuum and Mop Combo, Self Emptying Station for 60 Days, LiDAR Navigation, Home Mapping, No-Go Zones, 2.4G WiFi/App/Alexa/Remote Control, for Hard Floors, 110V", "asin": "B0DP8DPXKW", "price": "$219.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members"},
{"title": "Robot Vacuum and Mop Combo, Robot Vacuum Cleaner, 6 Cleaning Modes, Large Capacity Water Tank Dustbin, Self-Charging, WiFi/App/Alexa, Ideal for Hard Floor, Carpet, Pet Hair", "asin": "B0D8XXJDBB", "price": "$89.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "ILIFE V5s Plus Robot Vacuum and Mop Combo, Works with 2.4G WiFi, Alexa/App/Remote Control, Automatic Self-Charging Robotic Vacuum Cleaner, for Pet Hair, Hard Floor, Low Carpet (V5s Pro Upgraded)", "asin": "B0BG6YVCK9", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "iRobot Roomba Combo i5 Robot Vacuum & Mop - Clean by Room with Smart Mapping, Works with Alexa, Personalized Cleaning Powered OS, Ideal for Pet Hair, Carpet and Hard Floors", "asin": "B0C415KNH8", "price": "$199.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control", "asin": "B0D9Y157SD", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "ECOVACS DEEBOT T50 MAX PRO Omni Robot Vacuum and Mop, 18,500Pa Suction, 18mm Auto-Lift, ZeroTangle &TruEdge 2.0, AIVI 3.0 Obstacle Avoidance, Auto Hot Water Mop Wash/Dry/Refill, Self-Emptying", "asin": "B0DR8W5H74", "price": "$999.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized Cleaning Adjustments, Self-Charging Robotic Vacuum Cleaner, Advanced Obstacle Avoidance", "asin": "B0DMDZDLN8", "price": "$139.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors", "asin": "B0DQBW5B68", "price": "$249.99", "delivery": "FREE delivery Tomorrow, Apr 7"},
{"title": "HONITURE Robot Vacuum and Mop Combo, 4000pa Strong Suction, G20 Robot Vacuum Cleaner with Self-Charging, 150Mins Max, App&Remote&Voice Control, Super-Slim, Ideal for Pet Hair", "asin": "B0CQ4PLMJP", "price": "$189.00", "delivery": " Two-Day FREE delivery Tue, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T08:24:50.684Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T08:24:50.684Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CVL2TT74\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T08:24:50.684Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CVL2TT74\",}</answer>",
"index": 3041,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:28:46.994Z\", \"action\": \"input\", \"action_argument\": \"eye drop\"}\n{\"timestamp\": \"2025-04-04T20:28:47.191Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"robot vacuum and mop\"}],\n\"cart_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$9.70\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$3.19\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"DREAME L10s Pro Ultra Heat Robot Vacuum and Mop Combo, Mop Extend, 7000Pa Suction, Auto Robot Care and Maintenance, 136\\u00b0F Hot Water Mop Self-Cleaning, Obstacle Avoidance, Ideal for Hair, Carpets\", \"asin\": \"B0CVL2TT74\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa\", \"asin\": \"B0B7J95MHN\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"Yeedi M12 Ultra Plus Robot Vacuum and Mop, Upgrade 11800Pa Strong Suction, ZeroTangle Technology, TruEdge Deep Mopping, Auto Mop Washing/Drying, Auto-Lift Mopping, Mini Omni Station, White\", \"asin\": \"B0DBQ8BHDG\", \"price\": \"$619.99\", \"quantity\": \"\"},\n{\"title\": \"Yeedi C12 Plus Robot Vacuum and Mop, 8000Pa Strong Suction, 7-Week Dust Storage, Bagless Dust Bin, PureCyclone Tech, ZeroTangle Brush, White\", \"asin\": \"B0CZNF433F\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"DREAME L10s Ultra Gen 2 Robot Vacuum and Mop, 10,000Pa Suction, MopExtend Technology, All-in-One Base Station, Pet-Friendly, Versatile Carpet Cleaning, DuoScrub Mopping System, Smart Pathfinder Tech\", \"asin\": \"B0DHGLKY1N\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors\", \"asin\": \"B0DQBW5B68\", \"price\": \"$249.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"DREAME X50 Ultra Robot Vacuum and Mop with Auto-Empty and Mop Self-Cleaning, 20,000Pa Suction, Obstacle Avoidance and 360\\u00b0 Navigation, Corner to Edge Deep Cleaning, Detangling Brush\", \"asin\": \"B0DM5J52GC\"},\n{\"title\": \"DREAME X40 Ultra Robotic Vacuum with Removable & Liftable Mop, 12,000Pa Suction, Side Brush Extensive Cleaning, 158\\u00b0F Mop & Washboard Self Cleaning, Auto-Empty, Auto Refill, liftable Brushes\", \"asin\": \"B0CXDXKSXP\"},\n{\"title\": \"dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa\", \"asin\": \"B0B7J95MHN\"}],\n\"search_results\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"B0CR6HCH2B\", \"price\": \"$119.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, Max Suction 2000Pa, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet\", \"asin\": \"B0DFM5HSK2\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"iRobot Roomba Robot Vacuum and Mop Combo (Y0140) - Vacuums and mops, Easy to use, Power-Lifting Suction, Multi-Surface Cleaning, Smart Navigation Cleans in Neat Rows, Self-Charging, Works with Alexa\", \"asin\": \"B0CVJ3K8FF\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized Cleaning Adjustments, Self-Charging Robotic Vacuum Cleaner, Advanced Obstacle Avoidance\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 13 left in stock - order soon.\"},\n{\"title\": \"Shark Robot Vacuum & Mop Combo, Powerful Suction, Matrix Plus, 60-Day Debris Capacity, HEPA Bagless Self Empty Base, Sonic Mopping, Home Mapping for Pet Hair, Carpets & Hardfloor, Black/Gold, AV2610WA\", \"asin\": \"B0B89C8H4Q\", \"price\": \"$379.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, 2000Pa Max Suction, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet\", \"asin\": \"B0DCZNC2DP\", \"price\": \"$97.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"roborock Q8 Max+ Robot Vacuum and Mop, Self-Emptying, Hands-Free Cleaning for up to 7 Weeks, Reactive Tech Obstacle Avoidance, 5500 Pa Suction, DuoRoller Brush, APP-Controlled Mopping, White\", \"asin\": \"B0C7VH6VK1\", \"price\": \"$399.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop, 2 in 1 Robotic Vacuum Cleaner with Schedule, App/Voice, Slim Mopping Vacuum Robot with Watertank and Dustbin, Self-Charging, Easy of Use, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0DPZS1V9Y\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets\", \"asin\": \"B0DP9L9K84\", \"price\": \"$129.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Mopping Robot Vacuum Cleaner with 2300Pa Suction, 2.87'' Slim Design, Wi-Fi/App/Voice Control, 3D Obstacle Avoidance&Self-Charging for Hard Floors, Carpets, Pet Hair\", \"asin\": \"B0CT5FSTS2\", \"price\": \"$129.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"iRobot Roomba Combo i5+ Self-Emptying Robot Vacuum and Mop, Clean by Room with Smart Mapping, Empties Itself for Up to 60 Days, Works with Alexa, Personalized Cleaning OS\", \"asin\": \"B0C4N37V2Z\", \"price\": \"$299.99\", \"delivery\": \" Same-Day FREE delivery Today 7 AM - 11 AM\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets\", \"asin\": \"B0DP9L9K84\", \"price\": \"$129.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors\", \"asin\": \"B0DQBW5B68\", \"price\": \"$249.99\", \"delivery\": \"FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with Schedule, App/Bluetooth/Voice, Max Suction 3200Pa, Self-Charging Robot Vacuum Cleaner, Slim, Ideal for Pet Hair, Hard Floor, Carpet\", \"asin\": \"B0DGX3S47R\", \"price\": \"$149.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"eufy X10 Pro Omni Robot Vacuum and Mop Combo, 8,000 Pa Suction, Dual Mops with 12 mm Auto-Lift and Carpet Detection, AI Obstacle Avoidance, Auto Mop Washing, Auto Drying, Self-Emptying, Self-Refilling\", \"asin\": \"B0CPFBBHP4\", \"price\": \"$549.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Lubluelu 3 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Robot Vacuum and Mop Combo,4200Pa Powerful Robotic Vacuum Cleaner with Self-Charging, Home Automatic Robot Aspiradora for Hard Floor, Low Carpet, Pet Hair, App&Voice&Remote Smart Control\", \"asin\": \"B0D2XXSPCR\", \"price\": \"$139.99\", \"delivery\": \" Same-Day FREE delivery Today 7 AM - 11 AM\"},\n{\"title\": \"ILIFE A12 Pro Robot Vacuum and Mop Combo, Self Emptying Station for 60 Days, LiDAR Navigation, Home Mapping, No-Go Zones, 2.4G WiFi/App/Alexa/Remote Control, for Hard Floors, 110V\", \"asin\": \"B0DP8DPXKW\", \"price\": \"$219.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Robot Vacuum and Mop Combo, Robot Vacuum Cleaner, 6 Cleaning Modes, Large Capacity Water Tank Dustbin, Self-Charging, WiFi/App/Alexa, Ideal for Hard Floor, Carpet, Pet Hair\", \"asin\": \"B0D8XXJDBB\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ILIFE V5s Plus Robot Vacuum and Mop Combo, Works with 2.4G WiFi, Alexa/App/Remote Control, Automatic Self-Charging Robotic Vacuum Cleaner, for Pet Hair, Hard Floor, Low Carpet (V5s Pro Upgraded)\", \"asin\": \"B0BG6YVCK9\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"iRobot Roomba Combo i5 Robot Vacuum & Mop - Clean by Room with Smart Mapping, Works with Alexa, Personalized Cleaning Powered OS, Ideal for Pet Hair, Carpet and Hard Floors\", \"asin\": \"B0C415KNH8\", \"price\": \"$199.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Tikom Robot Vacuum and Mop Combo, Robot Vacuum Cleaner with Powerful Suction, Super Thin, Self-Charging Robotic Vacuum Cleaner for Carpet, Pet Hair, Hard Floors, APP & Remote Control\", \"asin\": \"B0D9Y157SD\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"ECOVACS DEEBOT T50 MAX PRO Omni Robot Vacuum and Mop, 18,500Pa Suction, 18mm Auto-Lift, ZeroTangle &TruEdge 2.0, AIVI 3.0 Obstacle Avoidance, Auto Hot Water Mop Wash/Dry/Refill, Self-Emptying\", \"asin\": \"B0DR8W5H74\", \"price\": \"$999.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized Cleaning Adjustments, Self-Charging Robotic Vacuum Cleaner, Advanced Obstacle Avoidance\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Robot Vacuum and Mop Combo, LiDAR Navigation with Ultra Slim Design, Smart Mapping Robotic Vacuum Cleaner, 9000Pa Suction, Customizable Cleaning for Pet Hair, Carpets, and Hard Floors\", \"asin\": \"B0DQBW5B68\", \"price\": \"$249.99\", \"delivery\": \"FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"HONITURE Robot Vacuum and Mop Combo, 4000pa Strong Suction, G20 Robot Vacuum Cleaner with Self-Charging, 150Mins Max, App&Remote&Voice Control, Super-Slim, Ideal for Pet Hair\", \"asin\": \"B0CQ4PLMJP\", \"price\": \"$189.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T08:24:50.684Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:02:19.180Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:02:19.180Z
|
click
|
page_related
|
rule
|
train
| 3,042
|
2025-04-06T23:02:19.180Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
{"timestamp": "2025-04-04T20:31:05.988Z", "action": "purchase", "action_argument": "B074H73J1Q"}
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:02:19.180Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:02:19.180Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:02:19.180Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 3042,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:02:19.180Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Blink Video Doorbell (newest model), Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\u2014 wired or wire-free (Black)\", \"asin\": \"B08SG2MS3V\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 3 camera system\", \"asin\": \"B0B1N5FK48\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell Wedge Mount \\u2013 Black\", \"asin\": \"B08XN997MN\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"B0BWWZXWPL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Wired Floodlight Camera - Smart security camera, 2600 lumens, HD live view, enhanced motion detection, built-in siren, Works with Alexa \\u2013 1 camera (White)\", \"asin\": \"B0B5VLCL1N\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Floodlight Mount Accessory for Blink Outdoor Camera 3rd Gen with 2-year battery life (White)\", \"asin\": \"B09GZ7XTKT\", \"price\": \"$37.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:02:26.304Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:02:26.304Z
|
input
|
co10
|
rule
|
train
| 3,043
|
2025-04-06T23:02:26.304Z
|
input
|
co10
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
{"timestamp": "2025-04-04T20:31:05.988Z", "action": "purchase", "action_argument": "B074H73J1Q"}
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Blink Video Doorbell (newest model), Two-way audio, HD video, motion and chime app alerts and Alexa enabled \u2014 wired or wire-free (Black)", "asin": "B08SG2MS3V", "price": "$59.99", "quantity": ""},
{"title": "Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \u2013 3 camera system", "asin": "B0B1N5FK48", "price": "$259.99", "quantity": ""},
{"title": "Blink Video Doorbell Wedge Mount \u2013 Black", "asin": "B08XN997MN", "price": "$7.99", "quantity": ""},
{"title": "Blink Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "B0BWWZXWPL", "price": "$39.99", "quantity": ""},
{"title": "Blink Wired Floodlight Camera - Smart security camera, 2600 lumens, HD live view, enhanced motion detection, built-in siren, Works with Alexa \u2013 1 camera (White)", "asin": "B0B5VLCL1N", "price": "$89.99", "quantity": ""},
{"title": "Floodlight Mount Accessory for Blink Outdoor Camera 3rd Gen with 2-year battery life (White)", "asin": "B09GZ7XTKT", "price": "$37.98", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:02:26.304Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:02:26.304Z\",\"action\": \"input\",\"acion_argument\": \"co10\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:02:26.304Z\",\"action\": \"input\",\"acion_argument\": \"co10\",}</answer>",
"index": 3043,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Blink Video Doorbell (newest model), Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\u2014 wired or wire-free (Black)\", \"asin\": \"B08SG2MS3V\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 3 camera system\", \"asin\": \"B0B1N5FK48\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell Wedge Mount \\u2013 Black\", \"asin\": \"B08XN997MN\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"B0BWWZXWPL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Wired Floodlight Camera - Smart security camera, 2600 lumens, HD live view, enhanced motion detection, built-in siren, Works with Alexa \\u2013 1 camera (White)\", \"asin\": \"B0B5VLCL1N\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Floodlight Mount Accessory for Blink Outdoor Camera 3rd Gen with 2-year battery life (White)\", \"asin\": \"B09GZ7XTKT\", \"price\": \"$37.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:02:26.304Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"co10\"}],\n\"promotion_items\": [{\"title\": \"Blink Video Doorbell (newest model), Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\u2014 wired or wire-free (Black)\", \"asin\": \"B08SG2MS3V\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 3 camera system\", \"asin\": \"B0B1N5FK48\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell Wedge Mount \\u2013 Black\", \"asin\": \"B08XN997MN\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"B0BWWZXWPL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Wired Floodlight Camera - Smart security camera, 2600 lumens, HD live view, enhanced motion detection, built-in siren, Works with Alexa \\u2013 1 camera (White)\", \"asin\": \"B0B5VLCL1N\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Floodlight Mount Accessory for Blink Outdoor Camera 3rd Gen with 2-year battery life (White)\", \"asin\": \"B09GZ7XTKT\", \"price\": \"$37.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:02:26.701Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:02:26.701Z
|
click
|
search
|
rule
|
train
| 3,044
|
2025-04-06T23:02:26.701Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
{"timestamp": "2025-04-04T20:31:05.988Z", "action": "purchase", "action_argument": "B074H73J1Q"}
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "co10"}],
"promotion_items": [{"title": "Blink Video Doorbell (newest model), Two-way audio, HD video, motion and chime app alerts and Alexa enabled \u2014 wired or wire-free (Black)", "asin": "B08SG2MS3V", "price": "$59.99", "quantity": ""},
{"title": "Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \u2013 3 camera system", "asin": "B0B1N5FK48", "price": "$259.99", "quantity": ""},
{"title": "Blink Video Doorbell Wedge Mount \u2013 Black", "asin": "B08XN997MN", "price": "$7.99", "quantity": ""},
{"title": "Blink Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "B0BWWZXWPL", "price": "$39.99", "quantity": ""},
{"title": "Blink Wired Floodlight Camera - Smart security camera, 2600 lumens, HD live view, enhanced motion detection, built-in siren, Works with Alexa \u2013 1 camera (White)", "asin": "B0B5VLCL1N", "price": "$89.99", "quantity": ""},
{"title": "Floodlight Mount Accessory for Blink Outdoor Camera 3rd Gen with 2-year battery life (White)", "asin": "B09GZ7XTKT", "price": "$37.98", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:02:26.701Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:02:26.701Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:02:26.701Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 3044,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"co10\"}],\n\"promotion_items\": [{\"title\": \"Blink Video Doorbell (newest model), Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\u2014 wired or wire-free (Black)\", \"asin\": \"B08SG2MS3V\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 3 camera system\", \"asin\": \"B0B1N5FK48\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell Wedge Mount \\u2013 Black\", \"asin\": \"B08XN997MN\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"B0BWWZXWPL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Wired Floodlight Camera - Smart security camera, 2600 lumens, HD live view, enhanced motion detection, built-in siren, Works with Alexa \\u2013 1 camera (White)\", \"asin\": \"B0B5VLCL1N\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Floodlight Mount Accessory for Blink Outdoor Camera 3rd Gen with 2-year battery life (White)\", \"asin\": \"B09GZ7XTKT\", \"price\": \"$37.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:02:26.701Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": 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8 AM on $25 of qualifying items\"},\n{\"title\": \"High Absorption CoQ10 500MG - Co Q 10 Supplement 120 Softgels for Heart Health&Energy Production - Enhanced CoQ10 Nutritional Supplements with Coenzyme Q10 - Alternative to coq10 400mg softgels\", \"asin\": \"B0C9VWSFF9\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Quick Absorption CoQ10 200mg - Coenzyme Q10 200mg Potent Antioxidant for Heart Energy and Aging Support - High Stability CoQ10 Ubiquinone Capsules - Made in a cGMP US Lab (200 Servings)\", \"asin\": \"B095TXV6Y2\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Nature Made CoQ10 300mg per 3 Softgels, Heart Health & Antioxidant Support, 120 Softgels, 40 Day Supply\", \"asin\": \"B0D9MS2TR7\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Luma Nutrition CoQ10 400mg Softgels - High-Absorption Coenzyme Q10 - Co Q-10 200mg / 400mg Per Serving - Heart Health - 60 Liquid Softgels\", \"asin\": \"B08WJMZYZ6\", \"price\": \"$33.32\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Micro Ingredients CoQ10 100mg Per Serving | 240 Softgels Made with Coconut MCT Oil | High Absorption Coenzyme Q10 as Ubiquinone | Antioxidant Support for Heart & Energy Health | Non-GMO\", \"asin\": \"B0DK69D35M\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"CoQ10 400mg SoftGels COQ10 - CQ10 Coenzyme Q10 Supplement, Plus PQQ, Omega 3, and Vitamin E, for Heart and Cellular Energy, 120 Servings\", \"asin\": \"B0CPSS17CY\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"THORNE CoQ10 (Formerly Q-Best 100) - 100mg Optimally Absorbed Ubiquinone - Gluten-Free Dietary Supplement Support for Heart Health & Brain Function* - 60 Gelcaps\", \"asin\": \"B005ZFWHMO\", \"price\": \"$49.00\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 200mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 120 Servings, Rapid Release Softgels\", \"asin\": \"B004R64UTU\", \"price\": \"$28.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Now Supplements - CoQ10 (Coenzyme Q10) 200 mg, Supports Cardiovascular Health*, Kosher, Vegan 90 Vegetarian Capsules\", \"asin\": \"B0D6Z7W1YX\", \"price\": \"$29.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Bronson CoQ10 100 MG High Potency Cellular Energy Production, 60 Vegetarian Capsules\", \"asin\": \"B0C59L66VF\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"CoQ10 Gummies by MaryRuth's | Coenzyme Q10 | Gummy Supplements for Heart Health & Cellular Health | Antioxidant | CoQ10 120 mg | Vegan | Non-GMO | Gluten Free | 60 Count | 1 Month Supply\", \"asin\": \"B078NFVCJ7\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Nature's Bounty CoQ10 Gummies, Supports Heart Health, CoQ10 200mg, Peach Mango Flavor, 60 Count\", \"asin\": \"B0192TOWSK\", \"price\": \"$12.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"NOW Supplements, Ubiquinol 100 mg, High Bioavailability (the Active Form of CoQ10), 120 Softgels\", \"asin\": \"B00KHQJDWS\", \"price\": \"$43.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Qunol Mega Ubiquinol 100mg CoQ10, Superior Absorption, Patented Water and Fat Soluble Natural Supplement Form of Coenzyme Q10, Antioxidant for Heart Health, 100 Count Softgels\", \"asin\": \"B072LD2NZ7\", \"price\": \"$24.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"CoQ10 400mg-High Absorption Coenzyme Q10 Supplements with PQQ, Shilajit & Vitamin E, Powerful Antioxidant for Heart & Brain Health and Energy-Production 120 Veggie Capsules\", \"asin\": \"B0CRRPSMS2\", \"price\": \"$18.25\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Futurebiotics CoQ10 200 MG Cellular Energy Production, 60 Vegetarian Capsules\", \"asin\": \"B0CCSTB7KZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"CoQ10-400mg-Softgels with PQQ, BioPerine & Omega-3, Coenzyme Q10(Ubiquinone) Supplement for High-Absorption, Powerful-Antioxidant, Support Heart & Energy-Production, 120 Servings\", \"asin\": \"B09XMH8RTB\", \"price\": \"$21.39\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"NATURE TARGET CoQ10-200mg with PQQ L-Carnitine & Omega-3s, High Absorption Coenzyme-Q10 with BioPerine, Supports Heart and Immune System, Cellular-Energy-Production, 120 Servings\", \"asin\": \"B09Q8B8V6Y\", \"price\": \"$16.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"NATURE TARGET CoQ10-200mg-Softgels + PQQ with Organic-Olive-Oil - High Absorption-Coenzyme-Q10 - Antioxidant-for-Heart-Health and Immune Support, Energy Production, 120 Servings\", \"asin\": \"B084BPGNDB\", \"price\": \"$17.59\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"NOW Foods Supplements, CoQ10 100 mg with Hawthorn Berry, Pharmaceutical Grade, All-Trans Form produced by Fermentation, 30 Veg Capsules\", \"asin\": \"B000ELVHKM\", \"price\": \"$8.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:02:37.061Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:02:37.061Z
|
click
|
cart_side_bar
|
rule
|
train
| 3,045
|
2025-04-06T23:02:37.061Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-04T20:29:18.785Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-04T20:29:23.599Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-04T20:29:34.659Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:29:34.676Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-04T20:30:04.474Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-04T20:30:19.613Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:21.631Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-04T20:30:38.317Z", "action": "input", "action_argument": "freez"}
{"timestamp": "2025-04-04T20:30:38.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-04T20:30:41.557Z", "action": "click_product", "action_argument": "B019ZTZTVQ"}
{"timestamp": "2025-04-04T20:31:05.988Z", "action": "purchase", "action_argument": "B074H73J1Q"}
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "co10"}],
"cart_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$9.70", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$3.19"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "Nature Made CoQ10 300mg per 3 Softgels, Heart Health & Antioxidant Support, 120 Softgels, 40 Day Supply\nSoftgel120 Count (Pack of 1)", "asin": "B0D9MS2TR7", "price": "$32.99", "quantity": ""},
{"title": "Nature Made CoQ10 200mg per Serving with Black Pepper Extract for Enhanced Nutrient Absorption, Heart Health Support, 60 Softgels, 30 Day Supply\nSoftgel60 Count (Pack of 1)", "asin": "B0D9MSCTQX", "price": "$31.49", "quantity": ""},
{"title": "Goli Nutritional Supplement, Beets Cardio Gummy, 180 Count(3 Pack of 60), 100mg CoQ10 & Beet Root Extract - Gluten-Free, Vegan, Non-GMO, and Gelatin-Free. Nature's Great Superfood\nGummy60 Count (Pack of 3)", "asin": "B0C15KH4C5", "price": "$48.00", "quantity": ""},
{"title": "CoQ10 400mg SoftGels COQ10 - CQ10 Coenzyme Q10 Supplement, Plus PQQ, Omega 3, and Vitamin E, for Heart and Cellular Energy, 120 Servings\nSoftgel120 Count (Pack of 1)", "asin": "B0CPSS17CY", "price": "$18.99", "quantity": ""},
{"title": "CoQ10 200mg with Lecithin,Coenzyme Q10 Vitamins E, Ultra High Absorption Antioxidant Support for Heart Health, Gluten Free, 60 Days Supply\nSoftgel60 Count (Pack of 1)", "asin": "B0DSPPPDG3", "price": "$12.59", "quantity": ""},
{"title": "Nature Made CoQ10 300mg per 3 Softgels, Heart Health & Antioxidant Support, 120 Softgels, 40 Day Supply\nSoftgel120 Count (Pack of 1)", "asin": "B0D9MS2TR7", "price": "$32.99", "quantity": ""},
{"title": "Nature Made CoQ10 200mg per Serving with Black Pepper Extract for Enhanced Nutrient Absorption, Heart Health Support, 60 Softgels, 30 Day Supply\nSoftgel60 Count (Pack of 1)", "asin": "B0D9MSCTQX", "price": "$31.49", "quantity": ""},
{"title": "Goli Nutritional Supplement, Beets Cardio Gummy, 180 Count(3 Pack of 60), 100mg CoQ10 & Beet Root Extract - Gluten-Free, Vegan, Non-GMO, and Gelatin-Free. Nature's Great Superfood\nGummy60 Count (Pack of 3)", "asin": "B0C15KH4C5", "price": "$48.00", "quantity": ""},
{"title": "CYMBIOTIKA Liposomal Glutathione Supplement \u2013 PQQ, CoQ10 & Antioxidants for Detox, Energy, Brain, Liver & Immune Support \u2013 Advanced Absorption for Cellular Health & Longevity \u2013 Citrus Berry - 2 Pack\nLiquid4.2 Fl Oz (Pack of 2)", "asin": "B0DWV7MXXC", "price": "$194.99", "quantity": ""},
{"title": "CoQ10 200mg with Lecithin,Coenzyme Q10 Vitamins E, Ultra High Absorption Antioxidant Support for Heart Health, Gluten Free, 60 Days Supply\nSoftgel60 Count (Pack of 1)", "asin": "B0DSPPPDG3", "price": "$12.59", "quantity": ""}],
"ads": [{"title": "Luma Nutrition CoQ10 400mg Softgels - High-Absorption Coenzyme Q10 - Co Q-10 200mg / 400mg Per Serving - Heart Health - 60 Liquid Softgels", "asin": "B08WJMZYZ6"}],
"search_results": [{"title": "Nature Made CoQ10 300mg per 3 Softgels, Heart Health & Antioxidant Support, 120 Softgels, 40 Day Supply", "asin": "B0D9MS2TR7", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Nature Made CoQ10 200mg per Serving with Black Pepper Extract for Enhanced Nutrient Absorption, Heart Health Support, 60 Softgels, 30 Day Supply", "asin": "B0D9MSCTQX", "price": "$31.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Futurebiotics CoQ10 200 MG Cellular Energy Production, 60 Vegetarian Capsules", "asin": "B0CCSTB7KZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "CoQ10 200mg with Lecithin,Coenzyme Q10 Vitamins E, Ultra High Absorption Antioxidant Support for Heart Health, Gluten Free, 60 Days Supply", "asin": "B0DSPPPDG3", "price": "$12.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Quick Absorption CoQ10 200mg - Coenzyme Q10 200mg Potent Antioxidant for Heart Energy and Aging Support - High Stability CoQ10 Ubiquinone Capsules - Made in a cGMP US Lab (200 Servings)", "asin": "B095TXV6Y2", "price": "$22.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Qunol CoQ10 100mg Softgels, Ultra CoQ10 100mg, 3x Better Absorption, Antioxidant for Heart Health & Energy Production, Coenzyme Q10 Vitamins and Supplements, 4 Month Supply, 120 Count", "asin": "B0055OUOQQ", "price": "$28.97", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Doctor's Best High Absorption CoQ10 with BioPerine, Gluten Free, Naturally Fermented, Heart Health, Energy Production, 100 mg, 120 Count", "asin": "B0019GW3G8", "price": "$18.61", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Nature Made CoQ10 200mg, Dietary Supplement for Heart Health Support, 80 Softgels, 80 Day Supply", "asin": "B004GJVD4I", "price": "$26.45", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Qunol Ultra CoQ10 100mg Softgels- 3x Better Absorption, Antioxidant for Heart Health & Energy Production, Coenzyme Q10 Vitamins and Supplements, 3 Month Supply, 90 Count", "asin": "B0BL1Z8MVD", "price": "$25.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Nature Made CoQ10 200mg, Dietary Supplement for Heart Health Support, 105 Softgels, 105 Day Supply", "asin": "B07CDXRBVJ", "price": "$36.45", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "CoQ10 400mg SoftGels COQ10 - CQ10 Coenzyme Q10 Supplement, Plus PQQ, Omega 3, and Vitamin E, for Heart and Cellular Energy, 120 Servings", "asin": "B0CPSS17CY", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "CoQ10 Gummies with PQQ - 400 MG Coenzyme Q10 High Potency, Enhanced with Ayurvedic Herbs, Adaptogenic Mushroom Blend & Probiotics for Heart, Brain, Energy, Immunity, Cherry Flavor, 60 Vegan Gummies", "asin": "B0DGL5PZCY", "price": "$19.94", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "NatureWise CoQ10 200mg Softgels, High Absorption Coenzyme Q10 with BioPerine Black Pepper - Antioxidant for Heart Health + Cellular Energy - Vegan, Non-GMO, Gluten-Free - 30 Count[1-Month Supply]", "asin": "B0D559JRQP", "price": "$11.65", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Ubiquinol CoQ10 400mg Softgels with Vitamin E & Omega-3, Max-Absorption Coenzyme Q10, Powerful Antioxidant, Supports Heart Health & Energy-Production,120 Count, Non-GMO", "asin": "B0D2DJRQD1", "price": "$19.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Ubiquinol CoQ10 200mg Softgels, High Absorption Coenzyme Q10 Support Heart Health & Energy-Production Powerful-Antioxidant, 120 Counts", "asin": "B0CYLNY7QB", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "NOW Foods Supplements, CoQ10 (Coenzyme Q10) 200 mg, Cardiovascular Health*, 60 Veg Capsules", "asin": "B001B4NEM0", "price": "$18.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Nutricost CoQ10 100mg, 120 Vegetarian Capsules, 120 Servings - High Absorption, Vegetarian, Non-GMO, Coenzyme Q10", "asin": "B015TK6KVI", "price": "$16.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Qunol CoQ10 200mg Softgels, Ultra CoQ10 - Ultra High Absorption Coenzyme Q10 Supplements - Antioxidant Supplement for Vascular and Heart Health & Energy Production - 2 Month Supply - 60 Count", "asin": "B0BNTF1DRM", "price": "$26.15", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "CoQ10-200mg-Softgels with PQQ, BioPerine & Omega-3, 120 Servings Coenzyme Q10(Ubiquinone) Supplement for High-Absorption, Powerful-Antioxidant, Support Heart & Energy-Production", "asin": "B096NKZB6V", "price": "$17.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Nature's Bounty CoQ10 200 mg Softgels, Heart Health & Cellular Energy Support, Twin Pack, 160 Rapid Release Softgels", "asin": "B07BHTG7S9", "price": "$51.84", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Ubiquinol CoQ10-300mg-Softgels with Vitamin E & Omega 3, Coenzyme Q10 Supplement High Absorption Support Heart Health & Energy-Production, Powerful-Antioxidant 120 Servings 4 Month Supply", "asin": "B0DMSWMQTY", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "ZEBORA CoQ10-300mg with Trans-Resveratrol, PQQ & Vitamin E - High Absorption Coenzyme-Q10 with BioPerine - Powerful Antioxidant for Heart & Energy-Production,120 Veggie Capsules", "asin": "B0D2DJ24Y9", "price": "$16.89", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "CoQ10 100mg, 240 Capsules \u2013 with Omega 3 Fatty Acid 100mg \u2013 Bioavailable Coenzyme Q10 Supplements \u2013 Heart, Energy, & Brain Health Antioxidant Support \u2013 Non-GMO", "asin": "B0CF3M3Y1M", "price": "$13.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Goli Nutritional Supplement, Beets Cardio Gummy, 180 Count(3 Pack of 60), 100mg CoQ10 & Beet Root Extract - Gluten-Free, Vegan, Non-GMO, and Gelatin-Free. Nature's Great Superfood", "asin": "B0C15KH4C5", "price": "$48.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "CoQ10-200mg-Softgels with PQQ, BioPerine & Omega-3, 120 Servings Coenzyme Q10(Ubiquinone) Supplement for High-Absorption, Powerful-Antioxidant, Support Heart & Energy-Production", "asin": "B096NKZB6V", "price": "$17.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "NOW Foods Supplements, CoQ10 400 mg, Pharmaceutical Grade, All-Trans Form produced by Fermentation, 60 Softgels", "asin": "B0013OSM34", "price": "$31.56", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM"},
{"title": "Qunol Ubiquinol CoQ10 200mg Softgels, Powerful Antioxidant for Heart and Vascular Health, Essential for Energy Production, Natural Supplement Active Form of CoQ10, 60ct Softgels", "asin": "B073VK5TP4", "price": "$36.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Sports Research CoQ10 (100mg) Enhanced w/Coconut Oil & Bioperine (Black Pepper) for Better Absorption | Vegan Certified, Non-GMO Verified (120 Veggie Softgels)", "asin": "B07LC4VQTH", "price": "$27.95", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Nature Made CoQ10 100mg, Dietary Supplement for Heart Health Support, 120 Softgels, 120 Day Supply", "asin": "B08XXHC754", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Pure Encapsulations CoQ10 120 mg - Coenzyme Q10 Supplement for Heart Health, Energy, Antioxidants, Brain & Memory Health - Cellular Health, Cognition & Cardiovascular Support* - 60 Capsules", "asin": "B0064R62BO", "price": "$66.60", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "CoQ10 Powerful Antioxidant Supplement - Extra Strong Formula 800mg, 60 Capsules, 1-Month Supply with Coenzyme Q10 Vitamins and Supplements", "asin": "B07KQP68NK", "price": "$16.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Doctor's Best High Absorption CoQ10 with Bioperine, Heart Health & Energy Production, Non-GMO, Gluten & Soy Free, Vegan, 100 Mg, 120 count", "asin": "B0019GW38G", "price": "$18.61", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Nature Made CoQ10 200mg per Serving with Black Pepper Extract for Enhanced Nutrient Absorption, Heart Health Support, 60 Softgels, 30 Day Supply", "asin": "B0D9MSCTQX", "price": "$31.49", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Horb\u00e4ach CoQ10 100mg Softgels | 120 Count | Non-GMO and Gluten Free Supplement", "asin": "B0BXYZXV3G", "price": "$9.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Qunol Liquid CoQ10 100mg, Superior Absorption Natural Supplement Form of Coenzyme Q10, Antioxidant for Heart Health, Orange Pineapple Flavored, 60 Servings, 20.3 oz Bottle", "asin": "B005YFY2MI", "price": "$29.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Life Extension Super Ubiquinol CoQ10 with Enhanced Mitochondrial Support \u2013 200 mg, Shilajit \u2013 Promotes Heart Health, Cell Energy, Oxidative Stress \u2013 Gluten-Free, Non-GMO \u2013 30 Softgels", "asin": "B004IYZODC", "price": "$37.89", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Garden of Life CoQ10 200mg, Vegetarian Omega 3 6 9 Supplement Raw Co Q 10 Chia Seed Oil, Whole Food Nutrition with Antioxidant Support, Coenzyme q10 Supplement for Heart Health, 60 Capsules", "asin": "B005JAT54S", "price": "$40.94", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "CoQ10 100mg, 240 Capsules \u2013 with Omega 3 Fatty Acid 100mg \u2013 Bioavailable Coenzyme Q10 Supplements \u2013 Heart, Energy, & Brain Health Antioxidant Support \u2013 Non-GMO", "asin": "B0CF3M3Y1M", "price": "$13.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Amazon Elements Vegan CoQ10 100 mg - Normal Energy Production, Supports Cardiovascular Health - 2 Month Supply (60 Capsules)", "asin": "B07DR6DS4Z", "price": "$8.89", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "CoQ10 by Nature's Bounty, Dietary Supplement, Supports Heart Health, 100mg Plus L-Carnitine, Twin Pack, 120 Softgels", "asin": "B0040T9XOG", "price": "$26.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Only 18 left in stock - order soon."},
{"title": "NatureBell CoQ10 400mg with Omega 3 Fatty Acids, 240 Capsules | Stable High Absorption Form \u2013 Antioxidant Support for Heart & Energy Health \u2013 Extra Strength Coenzyme Q10 Supplement", "asin": "B0BSP5GTMQ", "price": "$28.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels", "asin": "B004R61NCW", "price": "$31.52", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "NOW Supplements, CoQ10 30 mg, Pharmaceutical Grade, All-Trans Form produced by Fermentation, 60 Veg Capsules", "asin": "B001F0QW3I", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Qunol CoQ10 Gummies, CoQ10 100mg, Delicious Gummy Supplements, Helps Support Heart Health, Vegan, Gluten Free, Ultra High Absorption, 2 Month Supply (60 Count, Pack of 2)", "asin": "B0914VSCJ1", "price": "$20.93", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "High Absorption CoQ10 500MG - Co Q 10 Supplement 120 Softgels for Heart Health&Energy Production - Enhanced CoQ10 Nutritional Supplements with Coenzyme Q10 - Alternative to coq10 400mg softgels", "asin": "B0C9VWSFF9", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Quick Absorption CoQ10 200mg - Coenzyme Q10 200mg Potent Antioxidant for Heart Energy and Aging Support - High Stability CoQ10 Ubiquinone Capsules - Made in a cGMP US Lab (200 Servings)", "asin": "B095TXV6Y2", "price": "$22.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Nature Made CoQ10 300mg per 3 Softgels, Heart Health & Antioxidant Support, 120 Softgels, 40 Day Supply", "asin": "B0D9MS2TR7", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Luma Nutrition CoQ10 400mg Softgels - High-Absorption Coenzyme Q10 - Co Q-10 200mg / 400mg Per Serving - Heart Health - 60 Liquid Softgels", "asin": "B08WJMZYZ6", "price": "$33.32", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Micro Ingredients CoQ10 100mg Per Serving | 240 Softgels Made with Coconut MCT Oil | High Absorption Coenzyme Q10 as Ubiquinone | Antioxidant Support for Heart & Energy Health | Non-GMO", "asin": "B0DK69D35M", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "CoQ10 400mg SoftGels COQ10 - CQ10 Coenzyme Q10 Supplement, Plus PQQ, Omega 3, and Vitamin E, for Heart and Cellular Energy, 120 Servings", "asin": "B0CPSS17CY", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "THORNE CoQ10 (Formerly Q-Best 100) - 100mg Optimally Absorbed Ubiquinone - Gluten-Free Dietary Supplement Support for Heart Health & Brain Function* - 60 Gelcaps", "asin": "B005ZFWHMO", "price": "$49.00", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Puritan's Pride Coenzyme CoQ10 200mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 120 Servings, Rapid Release Softgels", "asin": "B004R64UTU", "price": "$28.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Now Supplements - CoQ10 (Coenzyme Q10) 200 mg, Supports Cardiovascular Health*, Kosher, Vegan 90 Vegetarian Capsules", "asin": "B0D6Z7W1YX", "price": "$29.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Bronson CoQ10 100 MG High Potency Cellular Energy Production, 60 Vegetarian Capsules", "asin": "B0C59L66VF", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "CoQ10 Gummies by MaryRuth's | Coenzyme Q10 | Gummy Supplements for Heart Health & Cellular Health | Antioxidant | CoQ10 120 mg | Vegan | Non-GMO | Gluten Free | 60 Count | 1 Month Supply", "asin": "B078NFVCJ7", "price": "$21.95", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Nature's Bounty CoQ10 Gummies, Supports Heart Health, CoQ10 200mg, Peach Mango Flavor, 60 Count", "asin": "B0192TOWSK", "price": "$12.46", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "NOW Supplements, Ubiquinol 100 mg, High Bioavailability (the Active Form of CoQ10), 120 Softgels", "asin": "B00KHQJDWS", "price": "$43.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Qunol Mega Ubiquinol 100mg CoQ10, Superior Absorption, Patented Water and Fat Soluble Natural Supplement Form of Coenzyme Q10, Antioxidant for Heart Health, 100 Count Softgels", "asin": "B072LD2NZ7", "price": "$24.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "CoQ10 400mg-High Absorption Coenzyme Q10 Supplements with PQQ, Shilajit & Vitamin E, Powerful Antioxidant for Heart & Brain Health and Energy-Production 120 Veggie Capsules", "asin": "B0CRRPSMS2", "price": "$18.25", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Futurebiotics CoQ10 200 MG Cellular Energy Production, 60 Vegetarian Capsules", "asin": "B0CCSTB7KZ", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "CoQ10-400mg-Softgels with PQQ, BioPerine & Omega-3, Coenzyme Q10(Ubiquinone) Supplement for High-Absorption, Powerful-Antioxidant, Support Heart & Energy-Production, 120 Servings", "asin": "B09XMH8RTB", "price": "$21.39", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "NATURE TARGET CoQ10-200mg with PQQ L-Carnitine & Omega-3s, High Absorption Coenzyme-Q10 with BioPerine, Supports Heart and Immune System, Cellular-Energy-Production, 120 Servings", "asin": "B09Q8B8V6Y", "price": "$16.78", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "NATURE TARGET CoQ10-200mg-Softgels + PQQ with Organic-Olive-Oil - High Absorption-Coenzyme-Q10 - Antioxidant-for-Heart-Health and Immune Support, Energy Production, 120 Servings", "asin": "B084BPGNDB", "price": "$17.59", "delivery": " One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items"},
{"title": "NOW Foods Supplements, CoQ10 100 mg with Hawthorn Berry, Pharmaceutical Grade, All-Trans Form produced by Fermentation, 30 Veg Capsules", "asin": "B000ELVHKM", "price": "$8.24", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:02:37.061Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:02:37.061Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:02:37.061Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 3045,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-04T20:29:18.785Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-04T20:29:23.599Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-04T20:29:34.659Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:29:34.676Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-04T20:30:04.474Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-04T20:30:19.613Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:21.631Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-04T20:30:38.317Z\", \"action\": \"input\", \"action_argument\": \"freez\"}\n{\"timestamp\": \"2025-04-04T20:30:38.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-04T20:30:41.557Z\", \"action\": \"click_product\", \"action_argument\": \"B019ZTZTVQ\"}\n{\"timestamp\": \"2025-04-04T20:31:05.988Z\", \"action\": \"purchase\", \"action_argument\": \"B074H73J1Q\"}\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", 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Nature's Great Superfood\", \"asin\": \"B0C15KH4C5\", \"price\": \"$48.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"CoQ10-200mg-Softgels with PQQ, BioPerine & Omega-3, 120 Servings Coenzyme Q10(Ubiquinone) Supplement for High-Absorption, Powerful-Antioxidant, Support Heart & Energy-Production\", \"asin\": \"B096NKZB6V\", \"price\": \"$17.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"NOW Foods Supplements, CoQ10 400 mg, Pharmaceutical Grade, All-Trans Form produced by Fermentation, 60 Softgels\", \"asin\": \"B0013OSM34\", \"price\": \"$31.56\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM\"},\n{\"title\": \"Qunol Ubiquinol CoQ10 200mg Softgels, Powerful Antioxidant for Heart and Vascular Health, Essential for Energy Production, Natural Supplement Active Form of CoQ10, 60ct Softgels\", \"asin\": \"B073VK5TP4\", \"price\": \"$36.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Sports Research CoQ10 (100mg) Enhanced w/Coconut Oil & Bioperine (Black Pepper) for Better Absorption | Vegan Certified, Non-GMO Verified (120 Veggie Softgels)\", \"asin\": \"B07LC4VQTH\", \"price\": \"$27.95\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Nature Made CoQ10 100mg, Dietary Supplement for Heart Health Support, 120 Softgels, 120 Day Supply\", \"asin\": \"B08XXHC754\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Pure Encapsulations CoQ10 120 mg - Coenzyme Q10 Supplement for Heart Health, Energy, Antioxidants, Brain & Memory Health - Cellular Health, Cognition & Cardiovascular Support* - 60 Capsules\", \"asin\": \"B0064R62BO\", \"price\": \"$66.60\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"CoQ10 Powerful Antioxidant Supplement - Extra Strong Formula 800mg, 60 Capsules, 1-Month Supply with Coenzyme Q10 Vitamins and Supplements\", \"asin\": \"B07KQP68NK\", \"price\": \"$16.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Doctor's Best High Absorption CoQ10 with Bioperine, Heart Health & Energy Production, Non-GMO, Gluten & Soy Free, Vegan, 100 Mg, 120 count\", \"asin\": \"B0019GW38G\", \"price\": \"$18.61\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Nature Made CoQ10 200mg per Serving with Black Pepper Extract for Enhanced Nutrient Absorption, Heart Health Support, 60 Softgels, 30 Day Supply\", \"asin\": \"B0D9MSCTQX\", \"price\": \"$31.49\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Horb\\u00e4ach CoQ10 100mg Softgels | 120 Count | Non-GMO and Gluten Free Supplement\", \"asin\": \"B0BXYZXV3G\", \"price\": \"$9.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Qunol Liquid CoQ10 100mg, Superior Absorption Natural Supplement Form of Coenzyme Q10, Antioxidant for Heart Health, Orange Pineapple Flavored, 60 Servings, 20.3 oz Bottle\", \"asin\": \"B005YFY2MI\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Life Extension Super Ubiquinol CoQ10 with Enhanced Mitochondrial Support \\u2013 200 mg, Shilajit \\u2013 Promotes Heart Health, Cell Energy, Oxidative Stress \\u2013 Gluten-Free, Non-GMO \\u2013 30 Softgels\", \"asin\": \"B004IYZODC\", \"price\": \"$37.89\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Garden of Life CoQ10 200mg, Vegetarian Omega 3 6 9 Supplement Raw Co Q 10 Chia Seed Oil, Whole Food Nutrition with Antioxidant Support, Coenzyme q10 Supplement for Heart Health, 60 Capsules\", \"asin\": \"B005JAT54S\", \"price\": \"$40.94\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"CoQ10 100mg, 240 Capsules \\u2013 with Omega 3 Fatty Acid 100mg \\u2013 Bioavailable Coenzyme Q10 Supplements \\u2013 Heart, Energy, & Brain Health Antioxidant Support \\u2013 Non-GMO\", \"asin\": \"B0CF3M3Y1M\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Amazon Elements Vegan CoQ10 100 mg - Normal Energy Production, Supports Cardiovascular Health - 2 Month Supply (60 Capsules)\", \"asin\": \"B07DR6DS4Z\", \"price\": \"$8.89\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"CoQ10 by Nature's Bounty, Dietary Supplement, Supports Heart Health, 100mg Plus L-Carnitine, Twin Pack, 120 Softgels\", \"asin\": \"B0040T9XOG\", \"price\": \"$26.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Only 18 left in stock - order soon.\"},\n{\"title\": \"NatureBell CoQ10 400mg with Omega 3 Fatty Acids, 240 Capsules | Stable High Absorption Form \\u2013 Antioxidant Support for Heart & Energy Health \\u2013 Extra Strength Coenzyme Q10 Supplement\", \"asin\": \"B0BSP5GTMQ\", \"price\": \"$28.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"price\": \"$31.52\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"NOW Supplements, CoQ10 30 mg, Pharmaceutical Grade, All-Trans Form produced by Fermentation, 60 Veg Capsules\", \"asin\": \"B001F0QW3I\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Qunol CoQ10 Gummies, CoQ10 100mg, Delicious Gummy Supplements, Helps Support Heart Health, Vegan, Gluten Free, Ultra High Absorption, 2 Month Supply (60 Count, Pack of 2)\", \"asin\": \"B0914VSCJ1\", \"price\": \"$20.93\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"High Absorption CoQ10 500MG - Co Q 10 Supplement 120 Softgels for Heart Health&Energy Production - Enhanced CoQ10 Nutritional Supplements with Coenzyme Q10 - Alternative to coq10 400mg softgels\", \"asin\": \"B0C9VWSFF9\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Quick Absorption CoQ10 200mg - Coenzyme Q10 200mg Potent Antioxidant for Heart Energy and Aging Support - High Stability CoQ10 Ubiquinone Capsules - Made in a cGMP US Lab (200 Servings)\", \"asin\": \"B095TXV6Y2\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Nature Made CoQ10 300mg per 3 Softgels, Heart Health & Antioxidant Support, 120 Softgels, 40 Day Supply\", \"asin\": \"B0D9MS2TR7\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Luma Nutrition CoQ10 400mg Softgels - High-Absorption Coenzyme Q10 - Co Q-10 200mg / 400mg Per Serving - Heart Health - 60 Liquid Softgels\", \"asin\": \"B08WJMZYZ6\", \"price\": \"$33.32\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Micro Ingredients CoQ10 100mg Per Serving | 240 Softgels Made with Coconut MCT Oil | High Absorption Coenzyme Q10 as Ubiquinone | Antioxidant Support for Heart & Energy Health | Non-GMO\", \"asin\": \"B0DK69D35M\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"CoQ10 400mg SoftGels COQ10 - CQ10 Coenzyme Q10 Supplement, Plus PQQ, Omega 3, and Vitamin E, for Heart and Cellular Energy, 120 Servings\", \"asin\": \"B0CPSS17CY\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"THORNE CoQ10 (Formerly Q-Best 100) - 100mg Optimally Absorbed Ubiquinone - Gluten-Free Dietary Supplement Support for Heart Health & Brain Function* - 60 Gelcaps\", \"asin\": \"B005ZFWHMO\", \"price\": \"$49.00\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 200mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 120 Servings, Rapid Release Softgels\", \"asin\": \"B004R64UTU\", \"price\": \"$28.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Now Supplements - CoQ10 (Coenzyme Q10) 200 mg, Supports Cardiovascular Health*, Kosher, Vegan 90 Vegetarian Capsules\", \"asin\": \"B0D6Z7W1YX\", \"price\": \"$29.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Bronson CoQ10 100 MG High Potency Cellular Energy Production, 60 Vegetarian Capsules\", \"asin\": \"B0C59L66VF\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"CoQ10 Gummies by MaryRuth's | Coenzyme Q10 | Gummy Supplements for Heart Health & Cellular Health | Antioxidant | CoQ10 120 mg | Vegan | Non-GMO | Gluten Free | 60 Count | 1 Month Supply\", \"asin\": \"B078NFVCJ7\", \"price\": \"$21.95\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Nature's Bounty CoQ10 Gummies, Supports Heart Health, CoQ10 200mg, Peach Mango Flavor, 60 Count\", \"asin\": \"B0192TOWSK\", \"price\": \"$12.46\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"NOW Supplements, Ubiquinol 100 mg, High Bioavailability (the Active Form of CoQ10), 120 Softgels\", \"asin\": \"B00KHQJDWS\", \"price\": \"$43.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Qunol Mega Ubiquinol 100mg CoQ10, Superior Absorption, Patented Water and Fat Soluble Natural Supplement Form of Coenzyme Q10, Antioxidant for Heart Health, 100 Count Softgels\", \"asin\": \"B072LD2NZ7\", \"price\": \"$24.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"CoQ10 400mg-High Absorption Coenzyme Q10 Supplements with PQQ, Shilajit & Vitamin E, Powerful Antioxidant for Heart & Brain Health and Energy-Production 120 Veggie Capsules\", \"asin\": \"B0CRRPSMS2\", \"price\": \"$18.25\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Futurebiotics CoQ10 200 MG Cellular Energy Production, 60 Vegetarian Capsules\", \"asin\": \"B0CCSTB7KZ\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"CoQ10-400mg-Softgels with PQQ, BioPerine & Omega-3, Coenzyme Q10(Ubiquinone) Supplement for High-Absorption, Powerful-Antioxidant, Support Heart & Energy-Production, 120 Servings\", \"asin\": \"B09XMH8RTB\", \"price\": \"$21.39\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"NATURE TARGET CoQ10-200mg with PQQ L-Carnitine & Omega-3s, High Absorption Coenzyme-Q10 with BioPerine, Supports Heart and Immune System, Cellular-Energy-Production, 120 Servings\", \"asin\": \"B09Q8B8V6Y\", \"price\": \"$16.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"NATURE TARGET CoQ10-200mg-Softgels + PQQ with Organic-Olive-Oil - High Absorption-Coenzyme-Q10 - Antioxidant-for-Heart-Health and Immune Support, Energy Production, 120 Servings\", \"asin\": \"B084BPGNDB\", \"price\": \"$17.59\", \"delivery\": \" One-Day FREE delivery Tomorrow 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"NOW Foods Supplements, CoQ10 100 mg with Hawthorn Berry, Pharmaceutical Grade, All-Trans Form produced by Fermentation, 30 Veg Capsules\", \"asin\": \"B000ELVHKM\", \"price\": \"$8.24\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:02:37.061Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:53:22.293Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T21:53:22.293Z
|
input
|
panasonic hair dryer
|
rule
|
train
| 3,046
|
2025-04-10T21:53:22.293Z
|
input
|
panasonic hair dryer
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T21:53:22.293Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T21:53:22.293Z\",\"action\": \"input\",\"acion_argument\": \"panasonic hair dryer\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T21:53:22.293Z\",\"action\": \"input\",\"acion_argument\": \"panasonic hair dryer\",}</answer>",
"index": 3046,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:53:22.293Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:56:53.977Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T21:56:53.977Z
|
input
|
panasonic hair dryer
|
rule
|
train
| 3,047
|
2025-04-10T21:56:53.977Z
|
input
|
panasonic hair dryer
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T21:56:53.977Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T21:56:53.977Z\",\"action\": \"input\",\"acion_argument\": \"panasonic hair dryer\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T21:56:53.977Z\",\"action\": \"input\",\"acion_argument\": \"panasonic hair dryer\",}</answer>",
"index": 3047,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:56:53.977Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"panasonic hair dryer\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:56:54.280Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T21:56:54.280Z
|
click
|
search
|
rule
|
train
| 3,048
|
2025-04-10T21:56:54.280Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "panasonic hair dryer"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T21:56:54.280Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T21:56:54.280Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T21:56:54.280Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 3048,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"panasonic hair dryer\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:56:54.280Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"panasonic hair dryer\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\\n4 Piece Set\", \"asin\": \"B08RK2LHR6\", \"price\": \"$141.74\", \"quantity\": \"\"},\n{\"title\": \"Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$57.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"B0DNYJBQN6\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000RPM High-Speed Hairdryer for Fast Drying, Low Noise, HD Display, 5 Temps & 2 Speeds, 500 Million Negative Ionic Blow Dryer with Diffuser & Nozzle, Gold\", \"asin\": \"B0CTBQP5JR\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\\n4 Piece Set\", \"asin\": \"B08RK2LHR6\", \"price\": \"$141.74\", \"quantity\": \"\"},\n{\"title\": \"Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$57.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"B0DNYJBQN6\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000RPM High-Speed Hairdryer for Fast Drying, Low Noise, HD Display, 5 Temps & 2 Speeds, 500 Million Negative Ionic Blow Dryer with Diffuser & Nozzle, Gold\", \"asin\": \"B0CTBQP5JR\", \"price\": \"$79.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)\", \"asin\": \"B0CCGHXNGX\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\"},\n{\"title\": \"Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\"}],\n\"search_results\": [{\"title\": \"Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\", \"price\": \"$141.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, 1400W Negative Ionic Hair Dryer, Professional High Speed Hairdryer for Fast Drying, 3 Speeds and 5 Temps with HD Display, Low Noise Blow Dryer for Home Salon-Grey\", \"asin\": \"B0D91Y446L\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"B0DLSL1J5J\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CXT5ZB9W\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\", \"price\": \"$141.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"nanoe Compact Hair Dryer for Healthy-Looking Hair, 1400W Portable Hair Dryer with Folding Handling and QuickDry Nozzle for Fast Drying \\u2013 EH-NA27-K (Black/Pink)\", \"asin\": \"B01NA6YB07\", \"price\": \"$84.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Nanoe Hair Dryer, 1875 Watt Professional Blow Dryer for Smooth, Shiny Hair with 3 Attachments Quick Dry Nozzle, Diffuser and Concentrator Nozzle \\u2013 EH-NA65-K (Black/Pink), Black\", \"asin\": \"B00JH2C3DE\", \"price\": \"$100.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Or fastest delivery Sat, Apr 12\"},\n{\"title\": \"EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Pink Gold)\", \"asin\": \"B0B72KNZFR\", \"price\": \"$182.00\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12 Only 1 left in stock - order soon.\"},\n{\"title\": \"EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Lavender Pink)\", \"asin\": \"B0B72HZHLG\", \"price\": \"$311.50\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12 Only 5 left in stock - order soon.\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CXT5ZB9W\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$57.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"B0D924NX8V\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"B0DNYJBQN6\", \"price\": \"$65.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Deep Navy)\", \"asin\": \"B0B72L6K9P\", \"price\": \"$312.00\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12 Only 8 left in stock - order soon.\"},\n{\"title\": \"INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Black | Packaging May Vary\", \"asin\": \"B07TT9XH98\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Turbo Hair Dryer with Advanced Ionic Technology, Ceramic Coating | Turbo Heat and Cold Shot Features, 1875 Watts for Fast Drying and Shine (Silver)\", \"asin\": \"B0027SU9JU\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer SpeedStyle RapidGloss Finisher and High-Velocity Dryer, Ionic Hair Blow Dryer with IQ Speed Styling and Drying Suite, No Heat Damage, Best for Straight and Wavy Hair, Silk, HD331\", \"asin\": \"B0C7YJ7WML\", \"price\": \"$159.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, 150000RPM High-Speed Hairdryer for Fast Drying, Low Noise, HD Display, 5 Temps & 2 Speeds, 500 Million Negative Ionic Blow Dryer with Diffuser & Nozzle, Gold\", \"asin\": \"B0CTBQP5JR\", \"price\": \"$79.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D1R985WS\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)\", \"asin\": \"B0DRS15C8K\", \"price\": \"$90.00\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Wht)\", \"asin\": \"B0B72H1W4K\", \"price\": \"$180.00\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"2-In-1 Electric Hair Dryer Styling Tool - Blow Dryer Brush with Teasing Comb, 3 Gear Adjustable Hair Straightener (US Plug)\", \"asin\": \"B09S9XZLF7\", \"price\": \"$31.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"will come for dryer to catch blow brush (blue) EHKA10AH7617\", \"asin\": \"B008H0V8BK\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 7 left in stock - order soon.\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"B0DKSYVLTX\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Warm White)\", \"asin\": \"B0B72LXVV5\", \"price\": \"$300.00\", \"delivery\": \"FREE delivery Apr 17 - 18 for Prime members\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle\", \"asin\": \"B0C39T2VG5\", \"price\": \"$81.21\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, Worldwide Travel Hair Dryer with Smart Voltage Technology and Folding Handle, Includes Concentrator\", \"asin\": \"B07HB2ZRNJ\", \"price\": \"$31.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Blow Dryer Brush Comb 2 in 1 - Multifunctional Hair Styling Tool for Beauty, Professional Electric Hair Dryer and Volumizer for Women and Men\", \"asin\": \"B0BQ3MPKVS\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray\", \"asin\": \"B0D672M7WW\", \"price\": \"$85.71\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"One-Step Volumizer Plus Hair Dryer and Styler, Enhanced Motor for Less Frizz, More Shine, and Reduced Heat Damage for Salon Style Round Brush for Blowout, Black (Amazon Exclusive)\", \"asin\": \"B096SVJZSW\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel\", \"asin\": \"B086SR1KML\", \"price\": \"$39.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$59.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Supersonic Nural\\u2122 Hair Dryer\", \"asin\": \"B0D71BKD7Q\", \"price\": \"$499.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)\", \"asin\": \"B07GZWQDPR\", \"price\": \"$26.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Travel Hair Dryer with Dual Voltage, 1600W Compact Hair Dryer with Folding Handle, Travel Blow Dryer\", \"asin\": \"B000094ZDX\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$66.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, Nano Titanium 2000-Watt Blow Dryer, Professional/Ionic\", \"asin\": \"B091KB6H1F\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold\", \"asin\": \"B09CP8SSGP\", \"price\": \"$31.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, 1875 Watts Fast Drying Blow Dryer with Diffuser and Concentrator, Compact Lightweight Hair Dryer for Women and Men\", \"asin\": \"B0CXXLCFMG\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D1R985WS\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control\", \"asin\": \"B0DK31PZG8\", \"price\": \"$119.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Supersonic\\u2122 Hair Dryer\", \"asin\": \"B0B4T6RTZ2\", \"price\": \"$429.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"2 in 1 Hair Dryer Brush, Negative Ion Anti-frizz Hot Air Brush Blower, Professional Electric Household Hair Curling Comb, Protable Hair Dryer Comb Machine\", \"asin\": \"B0BRB54F22\", \"price\": \"$33.99\", \"delivery\": \"FREE delivery Apr 27 - May 10 for Prime members\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle\", \"asin\": \"B0DHRZDDDZ\", \"price\": \"$47.98\", \"delivery\": \"FREE delivery Apr 14 - 17 for Prime members\"},\n{\"title\": \"HD430 FlexStyle Air Styling & Drying System, Powerful Hair Dryer Brush & Multi-Styler with Auto-Wrap Curlers, Paddle Brush, Oval Brush, Concentrator Attachment, Stone\", \"asin\": \"B0B89P16MC\", \"price\": \"$239.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"T3 Fit Compact Hair Dryer\", \"asin\": \"B08QVCK1G3\", \"price\": \"$159.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hair Dryer with Retractable Cord, 1875W Cord-Keeper Blow Dryer,Pink\", \"asin\": \"B000E8PG98\", \"price\": \"$17.62\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types\", \"asin\": \"B0DKT9628H\", \"price\": \"$49.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Damage Protection Hair Dryer with Ceramic Ionic Tourmaline Technology, Black, Diffuser and Concentrator, 3 Piece Set\", \"asin\": \"B00MMRFUG8\", \"price\": \"$19.16\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer - 160,000 RPM Ionic Blow Dryer - High Speed Fast Drying 1 Min, Professional Hairdryer for Smooth, 9 Temps Set for Women, 500 Million Negative Ions, Lightweight 0.8lb for Travel, Auto Clean\", \"asin\": \"B0DWT3SG8W\", \"price\": \"$69.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, 150000 RPM Portable Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Million Negative Ions Care & Heat-Control & Low Noise with Magnetic Diffuser & Nozzle, 5 Temps & 3 Speeds\", \"asin\": \"B0DGX3X1F1\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Professional Ionic Hair Dryer for Salon - 2200W Powerful Blow Dryer - Lightweight Travel for Normal & Curly Hair Includes Volume Styling Nozzle\", \"asin\": \"B07KN63XZH\", \"price\": \"$44.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pro Wet2style Hair Dryer, With Ionic & Ceramic Drying Technology, Mauve, 1875 Watts of Drying Power\", \"asin\": \"B08BX1V2J6\", \"price\": \"$25.66\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ionic Blow Dryer 1600W, Portable Lightweight Fast Drying Negative Ion Hairdryer Blowdryer, 3 Heat Settings & Infinity Speed, with Diffuser and Concentrator Nozzle for Home & Travel\", \"asin\": \"B089SLN2DC\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive\", \"asin\": \"B0D2JNQ6TQ\", \"price\": \"$27.43\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer with Diffuser for Women, Christmas Gifts, 1500W Blow Dryer for Curly Hair with 110,000 RPM High-Speed & 200 Million Neg Ions, Travel Hairdryer Blowdryer, Secadora de Pelo para Mujer\", \"asin\": \"B0D6FPLBVG\", \"price\": \"$59.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM Arrives before Easter\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:57:03.720Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T21:57:03.720Z
|
click_product
|
B08RK2LHR6
|
rule
|
train
| 3,049
|
2025-04-10T21:57:03.720Z
|
click_product
|
B08RK2LHR6
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "panasonic hair dryer"}],
"cart_items": [{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$3.59"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\n4 Piece Set", "asin": "B08RK2LHR6", "price": "$141.74", "quantity": ""},
{"title": "Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3", "price": "$99.99", "quantity": ""},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$57.99", "quantity": ""},
{"title": "Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "B0DNYJBQN6", "price": "$65.99", "quantity": ""},
{"title": "Hair Dryer, 150000RPM High-Speed Hairdryer for Fast Drying, Low Noise, HD Display, 5 Temps & 2 Speeds, 500 Million Negative Ionic Blow Dryer with Diffuser & Nozzle, Gold", "asin": "B0CTBQP5JR", "price": "$79.99", "quantity": ""},
{"title": "Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\n4 Piece Set", "asin": "B08RK2LHR6", "price": "$141.74", "quantity": ""},
{"title": "Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3", "price": "$99.99", "quantity": ""},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$57.99", "quantity": ""},
{"title": "Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "B0DNYJBQN6", "price": "$65.99", "quantity": ""},
{"title": "Hair Dryer, 150000RPM High-Speed Hairdryer for Fast Drying, Low Noise, HD Display, 5 Temps & 2 Speeds, 500 Million Negative Ionic Blow Dryer with Diffuser & Nozzle, Gold", "asin": "B0CTBQP5JR", "price": "$79.99", "quantity": ""}],
"ads": [{"title": "Panasonic Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)", "asin": "B0CCGHXNGX"},
{"title": "Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)", "asin": "B08RK2LHR6"},
{"title": "Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3"}],
"search_results": [{"title": "Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)", "asin": "B08RK2LHR6", "price": "$141.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, 1400W Negative Ionic Hair Dryer, Professional High Speed Hairdryer for Fast Drying, 3 Speeds and 5 Temps with HD Display, Low Noise Blow Dryer for Home Salon-Grey", "asin": "B0D91Y446L", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)", "asin": "B0DLSL1J5J", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CXT5ZB9W", "price": "$79.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)", "asin": "B08RK2LHR6", "price": "$141.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "nanoe Compact Hair Dryer for Healthy-Looking Hair, 1400W Portable Hair Dryer with Folding Handling and QuickDry Nozzle for Fast Drying \u2013 EH-NA27-K (Black/Pink)", "asin": "B01NA6YB07", "price": "$84.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Nanoe Hair Dryer, 1875 Watt Professional Blow Dryer for Smooth, Shiny Hair with 3 Attachments Quick Dry Nozzle, Diffuser and Concentrator Nozzle \u2013 EH-NA65-K (Black/Pink), Black", "asin": "B00JH2C3DE", "price": "$100.99", "delivery": "FREE delivery Fri, Apr 18 Or fastest delivery Sat, Apr 12"},
{"title": "EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Pink Gold)", "asin": "B0B72KNZFR", "price": "$182.00", "delivery": " Two-Day FREE delivery Sat, Apr 12 Only 1 left in stock - order soon."},
{"title": "EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Lavender Pink)", "asin": "B0B72HZHLG", "price": "$311.50", "delivery": " Two-Day FREE delivery Sat, Apr 12 Only 5 left in stock - order soon."},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CXT5ZB9W", "price": "$79.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$57.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver", "asin": "B0D924NX8V", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "B0DNYJBQN6", "price": "$65.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds", "asin": "B0CB89K4KT", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Deep Navy)", "asin": "B0B72L6K9P", "price": "$312.00", "delivery": " Two-Day FREE delivery Sat, Apr 12 Only 8 left in stock - order soon."},
{"title": "INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Black | Packaging May Vary", "asin": "B07TT9XH98", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Turbo Hair Dryer with Advanced Ionic Technology, Ceramic Coating | Turbo Heat and Cold Shot Features, 1875 Watts for Fast Drying and Shine (Silver)", "asin": "B0027SU9JU", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hair Dryer SpeedStyle RapidGloss Finisher and High-Velocity Dryer, Ionic Hair Blow Dryer with IQ Speed Styling and Drying Suite, No Heat Damage, Best for Straight and Wavy Hair, Silk, HD331", "asin": "B0C7YJ7WML", "price": "$159.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, 150000RPM High-Speed Hairdryer for Fast Drying, Low Noise, HD Display, 5 Temps & 2 Speeds, 500 Million Negative Ionic Blow Dryer with Diffuser & Nozzle, Gold", "asin": "B0CTBQP5JR", "price": "$79.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D1R985WS", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)", "asin": "B0DRS15C8K", "price": "$90.00", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Wht)", "asin": "B0B72H1W4K", "price": "$180.00", "delivery": "FREE delivery Apr 17 - 21"},
{"title": "2-In-1 Electric Hair Dryer Styling Tool - Blow Dryer Brush with Teasing Comb, 3 Gear Adjustable Hair Straightener (US Plug)", "asin": "B09S9XZLF7", "price": "$31.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "will come for dryer to catch blow brush (blue) EHKA10AH7617", "asin": "B008H0V8BK", "price": "$27.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 7 left in stock - order soon."},
{"title": "Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel", "asin": "B0DKSYVLTX", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel", "asin": "B0DDWR4VWK", "price": "$69.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Warm White)", "asin": "B0B72LXVV5", "price": "$300.00", "delivery": "FREE delivery Apr 17 - 18 for Prime members"},
{"title": "Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle", "asin": "B0C39T2VG5", "price": "$81.21", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, Worldwide Travel Hair Dryer with Smart Voltage Technology and Folding Handle, Includes Concentrator", "asin": "B07HB2ZRNJ", "price": "$31.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Blow Dryer Brush Comb 2 in 1 - Multifunctional Hair Styling Tool for Beauty, Professional Electric Hair Dryer and Volumizer for Women and Men", "asin": "B0BQ3MPKVS", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray", "asin": "B0D672M7WW", "price": "$85.71", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "One-Step Volumizer Plus Hair Dryer and Styler, Enhanced Motor for Less Frizz, More Shine, and Reduced Heat Damage for Salon Style Round Brush for Blowout, Black (Amazon Exclusive)", "asin": "B096SVJZSW", "price": "$34.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel", "asin": "B086SR1KML", "price": "$39.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$59.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Supersonic Nural\u2122 Hair Dryer", "asin": "B0D71BKD7Q", "price": "$499.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)", "asin": "B07GZWQDPR", "price": "$26.44", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Travel Hair Dryer with Dual Voltage, 1600W Compact Hair Dryer with Folding Handle, Travel Blow Dryer", "asin": "B000094ZDX", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$66.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer, Nano Titanium 2000-Watt Blow Dryer, Professional/Ionic", "asin": "B091KB6H1F", "price": "$89.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold", "asin": "B09CP8SSGP", "price": "$31.83", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, 1875 Watts Fast Drying Blow Dryer with Diffuser and Concentrator, Compact Lightweight Hair Dryer for Women and Men", "asin": "B0CXXLCFMG", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D1R985WS", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control", "asin": "B0DK31PZG8", "price": "$119.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Supersonic\u2122 Hair Dryer", "asin": "B0B4T6RTZ2", "price": "$429.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "2 in 1 Hair Dryer Brush, Negative Ion Anti-frizz Hot Air Brush Blower, Professional Electric Household Hair Curling Comb, Protable Hair Dryer Comb Machine", "asin": "B0BRB54F22", "price": "$33.99", "delivery": "FREE delivery Apr 27 - May 10 for Prime members"},
{"title": "Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds", "asin": "B0CB89K4KT", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle", "asin": "B0DHRZDDDZ", "price": "$47.98", "delivery": "FREE delivery Apr 14 - 17 for Prime members"},
{"title": "HD430 FlexStyle Air Styling & Drying System, Powerful Hair Dryer Brush & Multi-Styler with Auto-Wrap Curlers, Paddle Brush, Oval Brush, Concentrator Attachment, Stone", "asin": "B0B89P16MC", "price": "$239.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "T3 Fit Compact Hair Dryer", "asin": "B08QVCK1G3", "price": "$159.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Hair Dryer with Retractable Cord, 1875W Cord-Keeper Blow Dryer,Pink", "asin": "B000E8PG98", "price": "$17.62", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types", "asin": "B0DKT9628H", "price": "$49.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Damage Protection Hair Dryer with Ceramic Ionic Tourmaline Technology, Black, Diffuser and Concentrator, 3 Piece Set", "asin": "B00MMRFUG8", "price": "$19.16", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hair Dryer - 160,000 RPM Ionic Blow Dryer - High Speed Fast Drying 1 Min, Professional Hairdryer for Smooth, 9 Temps Set for Women, 500 Million Negative Ions, Lightweight 0.8lb for Travel, Auto Clean", "asin": "B0DWT3SG8W", "price": "$69.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer, 150000 RPM Portable Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Million Negative Ions Care & Heat-Control & Low Noise with Magnetic Diffuser & Nozzle, 5 Temps & 3 Speeds", "asin": "B0DGX3X1F1", "price": "$89.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Professional Ionic Hair Dryer for Salon - 2200W Powerful Blow Dryer - Lightweight Travel for Normal & Curly Hair Includes Volume Styling Nozzle", "asin": "B07KN63XZH", "price": "$44.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Pro Wet2style Hair Dryer, With Ionic & Ceramic Drying Technology, Mauve, 1875 Watts of Drying Power", "asin": "B08BX1V2J6", "price": "$25.66", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ionic Blow Dryer 1600W, Portable Lightweight Fast Drying Negative Ion Hairdryer Blowdryer, 3 Heat Settings & Infinity Speed, with Diffuser and Concentrator Nozzle for Home & Travel", "asin": "B089SLN2DC", "price": "$29.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive", "asin": "B0D2JNQ6TQ", "price": "$27.43", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer with Diffuser for Women, Christmas Gifts, 1500W Blow Dryer for Curly Hair with 110,000 RPM High-Speed & 200 Million Neg Ions, Travel Hairdryer Blowdryer, Secadora de Pelo para Mujer", "asin": "B0D6FPLBVG", "price": "$59.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM Arrives before Easter"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T21:57:03.720Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T21:57:03.720Z\",\"action\": \"click_product\",\"acion_argument\": \"B08RK2LHR6\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T21:57:03.720Z\",\"action\": \"click_product\",\"acion_argument\": \"B08RK2LHR6\",}</answer>",
"index": 3049,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"panasonic hair dryer\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\\n4 Piece Set\", \"asin\": \"B08RK2LHR6\", \"price\": \"$141.74\", \"quantity\": \"\"},\n{\"title\": \"Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$57.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"B0DNYJBQN6\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000RPM High-Speed Hairdryer for Fast Drying, Low Noise, HD Display, 5 Temps & 2 Speeds, 500 Million Negative Ionic Blow Dryer with Diffuser & Nozzle, Gold\", \"asin\": \"B0CTBQP5JR\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\\n4 Piece Set\", \"asin\": \"B08RK2LHR6\", \"price\": \"$141.74\", \"quantity\": \"\"},\n{\"title\": \"Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$57.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"B0DNYJBQN6\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"Hair Dryer, 150000RPM High-Speed Hairdryer for Fast Drying, Low Noise, HD Display, 5 Temps & 2 Speeds, 500 Million Negative Ionic Blow Dryer with Diffuser & Nozzle, Gold\", \"asin\": \"B0CTBQP5JR\", \"price\": \"$79.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)\", \"asin\": \"B0CCGHXNGX\"},\n{\"title\": \"Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\"},\n{\"title\": \"Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\"}],\n\"search_results\": [{\"title\": \"Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\", \"price\": \"$141.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)\", \"asin\": \"B0B33685G3\", \"price\": \"$99.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, 1400W Negative Ionic Hair Dryer, Professional High Speed Hairdryer for Fast Drying, 3 Speeds and 5 Temps with HD Display, Low Noise Blow Dryer for Home Salon-Grey\", \"asin\": \"B0D91Y446L\", \"price\": \"$49.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)\", \"asin\": \"B0DLSL1J5J\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CXT5ZB9W\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\", \"asin\": \"B08RK2LHR6\", \"price\": \"$141.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"nanoe Compact Hair Dryer for Healthy-Looking Hair, 1400W Portable Hair Dryer with Folding Handling and QuickDry Nozzle for Fast Drying \\u2013 EH-NA27-K (Black/Pink)\", \"asin\": \"B01NA6YB07\", \"price\": \"$84.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Nanoe Hair Dryer, 1875 Watt Professional Blow Dryer for Smooth, Shiny Hair with 3 Attachments Quick Dry Nozzle, Diffuser and Concentrator Nozzle \\u2013 EH-NA65-K (Black/Pink), Black\", \"asin\": \"B00JH2C3DE\", \"price\": \"$100.99\", \"delivery\": \"FREE delivery Fri, Apr 18 Or fastest delivery Sat, Apr 12\"},\n{\"title\": \"EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Pink Gold)\", \"asin\": \"B0B72KNZFR\", \"price\": \"$182.00\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12 Only 1 left in stock - order soon.\"},\n{\"title\": \"EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Lavender Pink)\", \"asin\": \"B0B72HZHLG\", \"price\": \"$311.50\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12 Only 5 left in stock - order soon.\"},\n{\"title\": \"Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon\", \"asin\": \"B0CXT5ZB9W\", \"price\": \"$79.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)\", \"asin\": \"B0DR5B8SSV\", \"price\": \"$57.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver\", \"asin\": \"B0D924NX8V\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle\", \"asin\": \"B0DNYJBQN6\", \"price\": \"$65.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Deep Navy)\", \"asin\": \"B0B72L6K9P\", \"price\": \"$312.00\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12 Only 8 left in stock - order soon.\"},\n{\"title\": \"INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Black | Packaging May Vary\", \"asin\": \"B07TT9XH98\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Turbo Hair Dryer with Advanced Ionic Technology, Ceramic Coating | Turbo Heat and Cold Shot Features, 1875 Watts for Fast Drying and Shine (Silver)\", \"asin\": \"B0027SU9JU\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer SpeedStyle RapidGloss Finisher and High-Velocity Dryer, Ionic Hair Blow Dryer with IQ Speed Styling and Drying Suite, No Heat Damage, Best for Straight and Wavy Hair, Silk, HD331\", \"asin\": \"B0C7YJ7WML\", \"price\": \"$159.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, 150000RPM High-Speed Hairdryer for Fast Drying, Low Noise, HD Display, 5 Temps & 2 Speeds, 500 Million Negative Ionic Blow Dryer with Diffuser & Nozzle, Gold\", \"asin\": \"B0CTBQP5JR\", \"price\": \"$79.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D1R985WS\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)\", \"asin\": \"B0DRS15C8K\", \"price\": \"$90.00\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Wht)\", \"asin\": \"B0B72H1W4K\", \"price\": \"$180.00\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"2-In-1 Electric Hair Dryer Styling Tool - Blow Dryer Brush with Teasing Comb, 3 Gear Adjustable Hair Straightener (US Plug)\", \"asin\": \"B09S9XZLF7\", \"price\": \"$31.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"will come for dryer to catch blow brush (blue) EHKA10AH7617\", \"asin\": \"B008H0V8BK\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 7 left in stock - order soon.\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"B0DKSYVLTX\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Warm White)\", \"asin\": \"B0B72LXVV5\", \"price\": \"$300.00\", \"delivery\": \"FREE delivery Apr 17 - 18 for Prime members\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle\", \"asin\": \"B0C39T2VG5\", \"price\": \"$81.21\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, Worldwide Travel Hair Dryer with Smart Voltage Technology and Folding Handle, Includes Concentrator\", \"asin\": \"B07HB2ZRNJ\", \"price\": \"$31.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Blow Dryer Brush Comb 2 in 1 - Multifunctional Hair Styling Tool for Beauty, Professional Electric Hair Dryer and Volumizer for Women and Men\", \"asin\": \"B0BQ3MPKVS\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray\", \"asin\": \"B0D672M7WW\", \"price\": \"$85.71\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"One-Step Volumizer Plus Hair Dryer and Styler, Enhanced Motor for Less Frizz, More Shine, and Reduced Heat Damage for Salon Style Round Brush for Blowout, Black (Amazon Exclusive)\", \"asin\": \"B096SVJZSW\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel\", \"asin\": \"B086SR1KML\", \"price\": \"$39.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$59.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Supersonic Nural\\u2122 Hair Dryer\", \"asin\": \"B0D71BKD7Q\", \"price\": \"$499.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)\", \"asin\": \"B07GZWQDPR\", \"price\": \"$26.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Travel Hair Dryer with Dual Voltage, 1600W Compact Hair Dryer with Folding Handle, Travel Blow Dryer\", \"asin\": \"B000094ZDX\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$66.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, Nano Titanium 2000-Watt Blow Dryer, Professional/Ionic\", \"asin\": \"B091KB6H1F\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold\", \"asin\": \"B09CP8SSGP\", \"price\": \"$31.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, 1875 Watts Fast Drying Blow Dryer with Diffuser and Concentrator, Compact Lightweight Hair Dryer for Women and Men\", \"asin\": \"B0CXXLCFMG\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D1R985WS\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control\", \"asin\": \"B0DK31PZG8\", \"price\": \"$119.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Supersonic\\u2122 Hair Dryer\", \"asin\": \"B0B4T6RTZ2\", \"price\": \"$429.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"2 in 1 Hair Dryer Brush, Negative Ion Anti-frizz Hot Air Brush Blower, Professional Electric Household Hair Curling Comb, Protable Hair Dryer Comb Machine\", \"asin\": \"B0BRB54F22\", \"price\": \"$33.99\", \"delivery\": \"FREE delivery Apr 27 - May 10 for Prime members\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle\", \"asin\": \"B0DHRZDDDZ\", \"price\": \"$47.98\", \"delivery\": \"FREE delivery Apr 14 - 17 for Prime members\"},\n{\"title\": \"HD430 FlexStyle Air Styling & Drying System, Powerful Hair Dryer Brush & Multi-Styler with Auto-Wrap Curlers, Paddle Brush, Oval Brush, Concentrator Attachment, Stone\", \"asin\": \"B0B89P16MC\", \"price\": \"$239.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"T3 Fit Compact Hair Dryer\", \"asin\": \"B08QVCK1G3\", \"price\": \"$159.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hair Dryer with Retractable Cord, 1875W Cord-Keeper Blow Dryer,Pink\", \"asin\": \"B000E8PG98\", \"price\": \"$17.62\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types\", \"asin\": \"B0DKT9628H\", \"price\": \"$49.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Damage Protection Hair Dryer with Ceramic Ionic Tourmaline Technology, Black, Diffuser and Concentrator, 3 Piece Set\", \"asin\": \"B00MMRFUG8\", \"price\": \"$19.16\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer - 160,000 RPM Ionic Blow Dryer - High Speed Fast Drying 1 Min, Professional Hairdryer for Smooth, 9 Temps Set for Women, 500 Million Negative Ions, Lightweight 0.8lb for Travel, Auto Clean\", \"asin\": \"B0DWT3SG8W\", \"price\": \"$69.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, 150000 RPM Portable Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Million Negative Ions Care & Heat-Control & Low Noise with Magnetic Diffuser & Nozzle, 5 Temps & 3 Speeds\", \"asin\": \"B0DGX3X1F1\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Professional Ionic Hair Dryer for Salon - 2200W Powerful Blow Dryer - Lightweight Travel for Normal & Curly Hair Includes Volume Styling Nozzle\", \"asin\": \"B07KN63XZH\", \"price\": \"$44.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pro Wet2style Hair Dryer, With Ionic & Ceramic Drying Technology, Mauve, 1875 Watts of Drying Power\", \"asin\": \"B08BX1V2J6\", \"price\": \"$25.66\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ionic Blow Dryer 1600W, Portable Lightweight Fast Drying Negative Ion Hairdryer Blowdryer, 3 Heat Settings & Infinity Speed, with Diffuser and Concentrator Nozzle for Home & Travel\", \"asin\": \"B089SLN2DC\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive\", \"asin\": \"B0D2JNQ6TQ\", \"price\": \"$27.43\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer with Diffuser for Women, Christmas Gifts, 1500W Blow Dryer for Curly Hair with 110,000 RPM High-Speed & 200 Million Neg Ions, Travel Hairdryer Blowdryer, Secadora de Pelo para Mujer\", \"asin\": \"B0D6FPLBVG\", \"price\": \"$59.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM Arrives before Easter\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:57:03.720Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": 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10 PM\"},\n{\"title\": \"Travel Hair Dryer with Dual Voltage, 1600W Compact Hair Dryer with Folding Handle, Travel Blow Dryer\", \"asin\": \"B000094ZDX\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$66.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, Nano Titanium 2000-Watt Blow Dryer, Professional/Ionic\", \"asin\": \"B091KB6H1F\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold\", \"asin\": \"B09CP8SSGP\", \"price\": \"$31.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, 1875 Watts Fast Drying Blow Dryer with Diffuser and Concentrator, Compact Lightweight Hair Dryer for Women and Men\", \"asin\": \"B0CXXLCFMG\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D1R985WS\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control\", \"asin\": \"B0DK31PZG8\", \"price\": \"$119.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Supersonic\\u2122 Hair Dryer\", \"asin\": \"B0B4T6RTZ2\", \"price\": \"$429.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"2 in 1 Hair Dryer Brush, Negative Ion Anti-frizz Hot Air Brush Blower, Professional Electric Household Hair Curling Comb, Protable Hair Dryer Comb Machine\", \"asin\": \"B0BRB54F22\", \"price\": \"$33.99\", \"delivery\": \"FREE delivery Apr 27 - May 10 for Prime members\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle\", \"asin\": \"B0DHRZDDDZ\", \"price\": \"$47.98\", \"delivery\": \"FREE delivery Apr 14 - 17 for Prime members\"},\n{\"title\": \"HD430 FlexStyle Air Styling & Drying System, Powerful Hair Dryer Brush & Multi-Styler with Auto-Wrap Curlers, Paddle Brush, Oval Brush, Concentrator Attachment, Stone\", \"asin\": \"B0B89P16MC\", \"price\": \"$239.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"T3 Fit Compact Hair Dryer\", \"asin\": \"B08QVCK1G3\", \"price\": \"$159.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hair Dryer with Retractable Cord, 1875W Cord-Keeper Blow Dryer,Pink\", \"asin\": \"B000E8PG98\", \"price\": \"$17.62\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types\", \"asin\": \"B0DKT9628H\", \"price\": \"$49.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Damage Protection Hair Dryer with Ceramic Ionic Tourmaline Technology, Black, Diffuser and Concentrator, 3 Piece Set\", \"asin\": \"B00MMRFUG8\", \"price\": \"$19.16\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer - 160,000 RPM Ionic Blow Dryer - High Speed Fast Drying 1 Min, Professional Hairdryer for Smooth, 9 Temps Set for Women, 500 Million Negative Ions, Lightweight 0.8lb for Travel, Auto Clean\", \"asin\": \"B0DWT3SG8W\", \"price\": \"$69.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, 150000 RPM Portable Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Million Negative Ions Care & Heat-Control & Low Noise with Magnetic Diffuser & Nozzle, 5 Temps & 3 Speeds\", \"asin\": \"B0DGX3X1F1\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Professional Ionic Hair Dryer for Salon - 2200W Powerful Blow Dryer - Lightweight Travel for Normal & Curly Hair Includes Volume Styling Nozzle\", \"asin\": \"B07KN63XZH\", \"price\": \"$44.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pro Wet2style Hair Dryer, With Ionic & Ceramic Drying Technology, Mauve, 1875 Watts of Drying Power\", \"asin\": \"B08BX1V2J6\", \"price\": \"$25.66\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ionic Blow Dryer 1600W, Portable Lightweight Fast Drying Negative Ion Hairdryer Blowdryer, 3 Heat Settings & Infinity Speed, with Diffuser and Concentrator Nozzle for Home & Travel\", \"asin\": \"B089SLN2DC\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive\", \"asin\": \"B0D2JNQ6TQ\", \"price\": \"$27.43\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer with Diffuser for Women, Christmas Gifts, 1500W Blow Dryer for Curly Hair with 110,000 RPM High-Speed & 200 Million Neg Ions, Travel Hairdryer Blowdryer, Secadora de Pelo para Mujer\", \"asin\": \"B0D6FPLBVG\", \"price\": \"$59.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM Arrives before Easter\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:58:09.199Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T21:58:09.199Z
|
click_product
|
B0DR5B8SSV
|
rule
|
train
| 3,050
|
2025-04-10T21:58:09.199Z
|
click_product
|
B0DR5B8SSV
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "panasonic hair dryer"}],
"cart_items": [{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$3.59"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\n4 Piece Set", "asin": "B08RK2LHR6", "price": "$141.74", "quantity": ""},
{"title": "Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3", "price": "$99.99", "quantity": ""},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$57.99", "quantity": ""},
{"title": "Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "B0DNYJBQN6", "price": "$65.99", "quantity": ""},
{"title": "Hair Dryer, 150000RPM High-Speed Hairdryer for Fast Drying, Low Noise, HD Display, 5 Temps & 2 Speeds, 500 Million Negative Ionic Blow Dryer with Diffuser & Nozzle, Gold", "asin": "B0CTBQP5JR", "price": "$79.99", "quantity": ""},
{"title": "Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\n4 Piece Set", "asin": "B08RK2LHR6", "price": "$141.74", "quantity": ""},
{"title": "Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3", "price": "$99.99", "quantity": ""},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$57.99", "quantity": ""},
{"title": "Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "B0DNYJBQN6", "price": "$65.99", "quantity": ""},
{"title": "Hair Dryer, 150000RPM High-Speed Hairdryer for Fast Drying, Low Noise, HD Display, 5 Temps & 2 Speeds, 500 Million Negative Ionic Blow Dryer with Diffuser & Nozzle, Gold", "asin": "B0CTBQP5JR", "price": "$79.99", "quantity": ""}],
"ads": [{"title": "Panasonic Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)", "asin": "B0CCGHXNGX"},
{"title": "Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)", "asin": "B08RK2LHR6"},
{"title": "Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3"}],
"search_results": [{"title": "Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)", "asin": "B08RK2LHR6", "price": "$141.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, 1400W Negative Ionic Hair Dryer, Professional High Speed Hairdryer for Fast Drying, 3 Speeds and 5 Temps with HD Display, Low Noise Blow Dryer for Home Salon-Grey", "asin": "B0D91Y446L", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)", "asin": "B0DLSL1J5J", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CXT5ZB9W", "price": "$79.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)", "asin": "B08RK2LHR6", "price": "$141.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "nanoe Compact Hair Dryer for Healthy-Looking Hair, 1400W Portable Hair Dryer with Folding Handling and QuickDry Nozzle for Fast Drying \u2013 EH-NA27-K (Black/Pink)", "asin": "B01NA6YB07", "price": "$84.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Nanoe Hair Dryer, 1875 Watt Professional Blow Dryer for Smooth, Shiny Hair with 3 Attachments Quick Dry Nozzle, Diffuser and Concentrator Nozzle \u2013 EH-NA65-K (Black/Pink), Black", "asin": "B00JH2C3DE", "price": "$100.99", "delivery": "FREE delivery Fri, Apr 18 Or fastest delivery Sat, Apr 12"},
{"title": "EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Pink Gold)", "asin": "B0B72KNZFR", "price": "$182.00", "delivery": " Two-Day FREE delivery Sat, Apr 12 Only 1 left in stock - order soon."},
{"title": "EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Lavender Pink)", "asin": "B0B72HZHLG", "price": "$311.50", "delivery": " Two-Day FREE delivery Sat, Apr 12 Only 5 left in stock - order soon."},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CXT5ZB9W", "price": "$79.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$57.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver", "asin": "B0D924NX8V", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "B0DNYJBQN6", "price": "$65.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds", "asin": "B0CB89K4KT", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Deep Navy)", "asin": "B0B72L6K9P", "price": "$312.00", "delivery": " Two-Day FREE delivery Sat, Apr 12 Only 8 left in stock - order soon."},
{"title": "INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Black | Packaging May Vary", "asin": "B07TT9XH98", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Turbo Hair Dryer with Advanced Ionic Technology, Ceramic Coating | Turbo Heat and Cold Shot Features, 1875 Watts for Fast Drying and Shine (Silver)", "asin": "B0027SU9JU", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hair Dryer SpeedStyle RapidGloss Finisher and High-Velocity Dryer, Ionic Hair Blow Dryer with IQ Speed Styling and Drying Suite, No Heat Damage, Best for Straight and Wavy Hair, Silk, HD331", "asin": "B0C7YJ7WML", "price": "$159.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, 150000RPM High-Speed Hairdryer for Fast Drying, Low Noise, HD Display, 5 Temps & 2 Speeds, 500 Million Negative Ionic Blow Dryer with Diffuser & Nozzle, Gold", "asin": "B0CTBQP5JR", "price": "$79.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D1R985WS", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)", "asin": "B0DRS15C8K", "price": "$90.00", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Wht)", "asin": "B0B72H1W4K", "price": "$180.00", "delivery": "FREE delivery Apr 17 - 21"},
{"title": "2-In-1 Electric Hair Dryer Styling Tool - Blow Dryer Brush with Teasing Comb, 3 Gear Adjustable Hair Straightener (US Plug)", "asin": "B09S9XZLF7", "price": "$31.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "will come for dryer to catch blow brush (blue) EHKA10AH7617", "asin": "B008H0V8BK", "price": "$27.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 7 left in stock - order soon."},
{"title": "Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel", "asin": "B0DKSYVLTX", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel", "asin": "B0DDWR4VWK", "price": "$69.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Warm White)", "asin": "B0B72LXVV5", "price": "$300.00", "delivery": "FREE delivery Apr 17 - 18 for Prime members"},
{"title": "Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle", "asin": "B0C39T2VG5", "price": "$81.21", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, Worldwide Travel Hair Dryer with Smart Voltage Technology and Folding Handle, Includes Concentrator", "asin": "B07HB2ZRNJ", "price": "$31.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Blow Dryer Brush Comb 2 in 1 - Multifunctional Hair Styling Tool for Beauty, Professional Electric Hair Dryer and Volumizer for Women and Men", "asin": "B0BQ3MPKVS", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray", "asin": "B0D672M7WW", "price": "$85.71", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "One-Step Volumizer Plus Hair Dryer and Styler, Enhanced Motor for Less Frizz, More Shine, and Reduced Heat Damage for Salon Style Round Brush for Blowout, Black (Amazon Exclusive)", "asin": "B096SVJZSW", "price": "$34.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel", "asin": "B086SR1KML", "price": "$39.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$59.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Supersonic Nural\u2122 Hair Dryer", "asin": "B0D71BKD7Q", "price": "$499.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)", "asin": "B07GZWQDPR", "price": "$26.44", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Travel Hair Dryer with Dual Voltage, 1600W Compact Hair Dryer with Folding Handle, Travel Blow Dryer", "asin": "B000094ZDX", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$66.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer, Nano Titanium 2000-Watt Blow Dryer, Professional/Ionic", "asin": "B091KB6H1F", "price": "$89.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold", "asin": "B09CP8SSGP", "price": "$31.83", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, 1875 Watts Fast Drying Blow Dryer with Diffuser and Concentrator, Compact Lightweight Hair Dryer for Women and Men", "asin": "B0CXXLCFMG", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D1R985WS", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control", "asin": "B0DK31PZG8", "price": "$119.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Supersonic\u2122 Hair Dryer", "asin": "B0B4T6RTZ2", "price": "$429.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "2 in 1 Hair Dryer Brush, Negative Ion Anti-frizz Hot Air Brush Blower, Professional Electric Household Hair Curling Comb, Protable Hair Dryer Comb Machine", "asin": "B0BRB54F22", "price": "$33.99", "delivery": "FREE delivery Apr 27 - May 10 for Prime members"},
{"title": "Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds", "asin": "B0CB89K4KT", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle", "asin": "B0DHRZDDDZ", "price": "$47.98", "delivery": "FREE delivery Apr 14 - 17 for Prime members"},
{"title": "HD430 FlexStyle Air Styling & Drying System, Powerful Hair Dryer Brush & Multi-Styler with Auto-Wrap Curlers, Paddle Brush, Oval Brush, Concentrator Attachment, Stone", "asin": "B0B89P16MC", "price": "$239.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "T3 Fit Compact Hair Dryer", "asin": "B08QVCK1G3", "price": "$159.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Hair Dryer with Retractable Cord, 1875W Cord-Keeper Blow Dryer,Pink", "asin": "B000E8PG98", "price": "$17.62", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types", "asin": "B0DKT9628H", "price": "$49.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Damage Protection Hair Dryer with Ceramic Ionic Tourmaline Technology, Black, Diffuser and Concentrator, 3 Piece Set", "asin": "B00MMRFUG8", "price": "$19.16", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hair Dryer - 160,000 RPM Ionic Blow Dryer - High Speed Fast Drying 1 Min, Professional Hairdryer for Smooth, 9 Temps Set for Women, 500 Million Negative Ions, Lightweight 0.8lb for Travel, Auto Clean", "asin": "B0DWT3SG8W", "price": "$69.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer, 150000 RPM Portable Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Million Negative Ions Care & Heat-Control & Low Noise with Magnetic Diffuser & Nozzle, 5 Temps & 3 Speeds", "asin": "B0DGX3X1F1", "price": "$89.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Professional Ionic Hair Dryer for Salon - 2200W Powerful Blow Dryer - Lightweight Travel for Normal & Curly Hair Includes Volume Styling Nozzle", "asin": "B07KN63XZH", "price": "$44.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Pro Wet2style Hair Dryer, With Ionic & Ceramic Drying Technology, Mauve, 1875 Watts of Drying Power", "asin": "B08BX1V2J6", "price": "$25.66", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ionic Blow Dryer 1600W, Portable Lightweight Fast Drying Negative Ion Hairdryer Blowdryer, 3 Heat Settings & Infinity Speed, with Diffuser and Concentrator Nozzle for Home & Travel", "asin": "B089SLN2DC", "price": "$29.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive", "asin": "B0D2JNQ6TQ", "price": "$27.43", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer with Diffuser for Women, Christmas Gifts, 1500W Blow Dryer for Curly Hair with 110,000 RPM High-Speed & 200 Million Neg Ions, Travel Hairdryer Blowdryer, Secadora de Pelo para Mujer", "asin": "B0D6FPLBVG", "price": "$59.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM Arrives before Easter"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T21:58:09.199Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T21:58:09.199Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DR5B8SSV\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T21:58:09.199Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DR5B8SSV\",}</answer>",
"index": 3050,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": 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11 AM\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D1R985WS\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)\", \"asin\": \"B0DRS15C8K\", \"price\": \"$90.00\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Wht)\", \"asin\": \"B0B72H1W4K\", \"price\": \"$180.00\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"2-In-1 Electric Hair Dryer Styling Tool - Blow Dryer Brush with Teasing Comb, 3 Gear Adjustable Hair Straightener (US Plug)\", \"asin\": \"B09S9XZLF7\", \"price\": \"$31.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"will come for dryer to catch blow brush (blue) EHKA10AH7617\", \"asin\": \"B008H0V8BK\", \"price\": \"$27.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Only 7 left in stock - order soon.\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel\", \"asin\": \"B0DKSYVLTX\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel\", \"asin\": \"B0DDWR4VWK\", \"price\": \"$69.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Warm White)\", \"asin\": \"B0B72LXVV5\", \"price\": \"$300.00\", \"delivery\": \"FREE delivery Apr 17 - 18 for Prime members\"},\n{\"title\": \"Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle\", \"asin\": \"B0C39T2VG5\", \"price\": \"$81.21\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, Worldwide Travel Hair Dryer with Smart Voltage Technology and Folding Handle, Includes Concentrator\", \"asin\": \"B07HB2ZRNJ\", \"price\": \"$31.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Blow Dryer Brush Comb 2 in 1 - Multifunctional Hair Styling Tool for Beauty, Professional Electric Hair Dryer and Volumizer for Women and Men\", \"asin\": \"B0BQ3MPKVS\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray\", \"asin\": \"B0D672M7WW\", \"price\": \"$85.71\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"One-Step Volumizer Plus Hair Dryer and Styler, Enhanced Motor for Less Frizz, More Shine, and Reduced Heat Damage for Salon Style Round Brush for Blowout, Black (Amazon Exclusive)\", \"asin\": \"B096SVJZSW\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel\", \"asin\": \"B086SR1KML\", \"price\": \"$39.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$59.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Supersonic Nural\\u2122 Hair Dryer\", \"asin\": \"B0D71BKD7Q\", \"price\": \"$499.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)\", \"asin\": \"B07GZWQDPR\", \"price\": \"$26.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Travel Hair Dryer with Dual Voltage, 1600W Compact Hair Dryer with Folding Handle, Travel Blow Dryer\", \"asin\": \"B000094ZDX\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$66.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, Nano Titanium 2000-Watt Blow Dryer, Professional/Ionic\", \"asin\": \"B091KB6H1F\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold\", \"asin\": \"B09CP8SSGP\", \"price\": \"$31.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, 1875 Watts Fast Drying Blow Dryer with Diffuser and Concentrator, Compact Lightweight Hair Dryer for Women and Men\", \"asin\": \"B0CXXLCFMG\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D1R985WS\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control\", \"asin\": \"B0DK31PZG8\", \"price\": \"$119.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Supersonic\\u2122 Hair Dryer\", \"asin\": \"B0B4T6RTZ2\", \"price\": \"$429.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"2 in 1 Hair Dryer Brush, Negative Ion Anti-frizz Hot Air Brush Blower, Professional Electric Household Hair Curling Comb, Protable Hair Dryer Comb Machine\", \"asin\": \"B0BRB54F22\", \"price\": \"$33.99\", \"delivery\": \"FREE delivery Apr 27 - May 10 for Prime members\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle\", \"asin\": \"B0DHRZDDDZ\", \"price\": \"$47.98\", \"delivery\": \"FREE delivery Apr 14 - 17 for Prime members\"},\n{\"title\": \"HD430 FlexStyle Air Styling & Drying System, Powerful Hair Dryer Brush & Multi-Styler with Auto-Wrap Curlers, Paddle Brush, Oval Brush, Concentrator Attachment, Stone\", \"asin\": \"B0B89P16MC\", \"price\": \"$239.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"T3 Fit Compact Hair Dryer\", \"asin\": \"B08QVCK1G3\", \"price\": \"$159.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hair Dryer with Retractable Cord, 1875W Cord-Keeper Blow Dryer,Pink\", \"asin\": \"B000E8PG98\", \"price\": \"$17.62\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types\", \"asin\": \"B0DKT9628H\", \"price\": \"$49.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Damage Protection Hair Dryer with Ceramic Ionic Tourmaline Technology, Black, Diffuser and Concentrator, 3 Piece Set\", \"asin\": \"B00MMRFUG8\", \"price\": \"$19.16\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer - 160,000 RPM Ionic Blow Dryer - High Speed Fast Drying 1 Min, Professional Hairdryer for Smooth, 9 Temps Set for Women, 500 Million Negative Ions, Lightweight 0.8lb for Travel, Auto Clean\", \"asin\": \"B0DWT3SG8W\", \"price\": \"$69.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, 150000 RPM Portable Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Million Negative Ions Care & Heat-Control & Low Noise with Magnetic Diffuser & Nozzle, 5 Temps & 3 Speeds\", \"asin\": \"B0DGX3X1F1\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Professional Ionic Hair Dryer for Salon - 2200W Powerful Blow Dryer - Lightweight Travel for Normal & Curly Hair Includes Volume Styling Nozzle\", \"asin\": \"B07KN63XZH\", \"price\": \"$44.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pro Wet2style Hair Dryer, With Ionic & Ceramic Drying Technology, Mauve, 1875 Watts of Drying Power\", \"asin\": \"B08BX1V2J6\", \"price\": \"$25.66\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ionic Blow Dryer 1600W, Portable Lightweight Fast Drying Negative Ion Hairdryer Blowdryer, 3 Heat Settings & Infinity Speed, with Diffuser and Concentrator Nozzle for Home & Travel\", \"asin\": \"B089SLN2DC\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive\", \"asin\": \"B0D2JNQ6TQ\", \"price\": \"$27.43\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer with Diffuser for Women, Christmas Gifts, 1500W Blow Dryer for Curly Hair with 110,000 RPM High-Speed & 200 Million Neg Ions, Travel Hairdryer Blowdryer, Secadora de Pelo para Mujer\", \"asin\": \"B0D6FPLBVG\", \"price\": \"$59.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM Arrives before Easter\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:58:09.199Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. 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10 PM\"},\n{\"title\": \"2 in 1 Hair Dryer Brush, Negative Ion Anti-frizz Hot Air Brush Blower, Professional Electric Household Hair Curling Comb, Protable Hair Dryer Comb Machine\", \"asin\": \"B0BRB54F22\", \"price\": \"$33.99\", \"delivery\": \"FREE delivery Apr 27 - May 10 for Prime members\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle\", \"asin\": \"B0DHRZDDDZ\", \"price\": \"$47.98\", \"delivery\": \"FREE delivery Apr 14 - 17 for Prime members\"},\n{\"title\": \"HD430 FlexStyle Air Styling & Drying System, Powerful Hair Dryer Brush & Multi-Styler with Auto-Wrap Curlers, Paddle Brush, Oval Brush, Concentrator Attachment, Stone\", \"asin\": \"B0B89P16MC\", \"price\": \"$239.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"T3 Fit Compact Hair Dryer\", \"asin\": \"B08QVCK1G3\", \"price\": \"$159.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hair Dryer with Retractable Cord, 1875W Cord-Keeper Blow Dryer,Pink\", \"asin\": \"B000E8PG98\", \"price\": \"$17.62\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types\", \"asin\": \"B0DKT9628H\", \"price\": \"$49.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Damage Protection Hair Dryer with Ceramic Ionic Tourmaline Technology, Black, Diffuser and Concentrator, 3 Piece Set\", \"asin\": \"B00MMRFUG8\", \"price\": \"$19.16\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer - 160,000 RPM Ionic Blow Dryer - High Speed Fast Drying 1 Min, Professional Hairdryer for Smooth, 9 Temps Set for Women, 500 Million Negative Ions, Lightweight 0.8lb for Travel, Auto Clean\", \"asin\": \"B0DWT3SG8W\", \"price\": \"$69.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, 150000 RPM Portable Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Million Negative Ions Care & Heat-Control & Low Noise with Magnetic Diffuser & Nozzle, 5 Temps & 3 Speeds\", \"asin\": \"B0DGX3X1F1\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Professional Ionic Hair Dryer for Salon - 2200W Powerful Blow Dryer - Lightweight Travel for Normal & Curly Hair Includes Volume Styling Nozzle\", \"asin\": \"B07KN63XZH\", \"price\": \"$44.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pro Wet2style Hair Dryer, With Ionic & Ceramic Drying Technology, Mauve, 1875 Watts of Drying Power\", \"asin\": \"B08BX1V2J6\", \"price\": \"$25.66\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ionic Blow Dryer 1600W, Portable Lightweight Fast Drying Negative Ion Hairdryer Blowdryer, 3 Heat Settings & Infinity Speed, with Diffuser and Concentrator Nozzle for Home & Travel\", \"asin\": \"B089SLN2DC\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive\", \"asin\": \"B0D2JNQ6TQ\", \"price\": \"$27.43\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer with Diffuser for Women, Christmas Gifts, 1500W Blow Dryer for Curly Hair with 110,000 RPM High-Speed & 200 Million Neg Ions, Travel Hairdryer Blowdryer, Secadora de Pelo para Mujer\", \"asin\": \"B0D6FPLBVG\", \"price\": \"$59.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM Arrives before Easter\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:58:54.969Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T21:58:54.969Z
|
click
|
cart_side_bar
|
rule
|
train
| 3,051
|
2025-04-10T21:58:54.969Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "panasonic hair dryer"}],
"cart_items": [{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$3.59"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\n4 Piece Set", "asin": "B08RK2LHR6", "price": "$141.74", "quantity": ""},
{"title": "Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3", "price": "$99.99", "quantity": ""},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$57.99", "quantity": ""},
{"title": "Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "B0DNYJBQN6", "price": "$65.99", "quantity": ""},
{"title": "Hair Dryer, 150000RPM High-Speed Hairdryer for Fast Drying, Low Noise, HD Display, 5 Temps & 2 Speeds, 500 Million Negative Ionic Blow Dryer with Diffuser & Nozzle, Gold", "asin": "B0CTBQP5JR", "price": "$79.99", "quantity": ""},
{"title": "Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)\n4 Piece Set", "asin": "B08RK2LHR6", "price": "$141.74", "quantity": ""},
{"title": "Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3", "price": "$99.99", "quantity": ""},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$57.99", "quantity": ""},
{"title": "Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "B0DNYJBQN6", "price": "$65.99", "quantity": ""},
{"title": "Hair Dryer, 150000RPM High-Speed Hairdryer for Fast Drying, Low Noise, HD Display, 5 Temps & 2 Speeds, 500 Million Negative Ionic Blow Dryer with Diffuser & Nozzle, Gold", "asin": "B0CTBQP5JR", "price": "$79.99", "quantity": ""}],
"ads": [{"title": "Panasonic Nanoe Salon Hair Dryer with Quick-Dry Oscillating Nozzle, Diffuser Attachment for Curly, Wavy Hair, 3-Speed Heat Setting for Easy Styling & Healthy Hair, EH-ANA6HN (Black/Pink Gold)", "asin": "B0CCGHXNGX"},
{"title": "Panasonic Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)", "asin": "B08RK2LHR6"},
{"title": "Panasonic nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3"}],
"search_results": [{"title": "Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)", "asin": "B08RK2LHR6", "price": "$141.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "nanoe Salon Hair Dryer with Oscillating Quick Dry Nozzle, Folding Hair Dryer for Travel and Home, 3 Airflow Settings for Easy Styling and Healthy Hair - EH-NA2C-W (White)", "asin": "B0B33685G3", "price": "$99.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, 1400W Negative Ionic Hair Dryer, Professional High Speed Hairdryer for Fast Drying, 3 Speeds and 5 Temps with HD Display, Low Noise Blow Dryer for Home Salon-Grey", "asin": "B0D91Y446L", "price": "$49.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer, 180000 RPM High-Speed Blow Dryer, 1600W Low Noise Brushless Motor, Negative Lonic Professional Care Hair Dryer, 4 Thermo-Control with Magnetic Diffuser and Nozzle for Travel, Salon(Gray)", "asin": "B0DLSL1J5J", "price": "$54.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CXT5ZB9W", "price": "$79.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Nanoe Salon Hair Dryer with Oscillating QuickDry Nozzle, Diffuser and Concentrator Attachments, 3 Speed Heat Settings for Easy Styling and Healthy Hair - EH-NA67-W (White)", "asin": "B08RK2LHR6", "price": "$141.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "nanoe Compact Hair Dryer for Healthy-Looking Hair, 1400W Portable Hair Dryer with Folding Handling and QuickDry Nozzle for Fast Drying \u2013 EH-NA27-K (Black/Pink)", "asin": "B01NA6YB07", "price": "$84.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Nanoe Hair Dryer, 1875 Watt Professional Blow Dryer for Smooth, Shiny Hair with 3 Attachments Quick Dry Nozzle, Diffuser and Concentrator Nozzle \u2013 EH-NA65-K (Black/Pink), Black", "asin": "B00JH2C3DE", "price": "$100.99", "delivery": "FREE delivery Fri, Apr 18 Or fastest delivery Sat, Apr 12"},
{"title": "EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Pink Gold)", "asin": "B0B72KNZFR", "price": "$182.00", "delivery": " Two-Day FREE delivery Sat, Apr 12 Only 1 left in stock - order soon."},
{"title": "EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Lavender Pink)", "asin": "B0B72HZHLG", "price": "$311.50", "delivery": " Two-Day FREE delivery Sat, Apr 12 Only 5 left in stock - order soon."},
{"title": "Hair Dryer, High-Speed Ionic Low Noise Blow Dryer with Brushless Motor for Fast Drying, Thermo-Control Quiet Compact Hair Blow Dryer with Magnetic Diffuser for Curly Hair for Home Travel Salon", "asin": "B0CXT5ZB9W", "price": "$79.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (White)", "asin": "B0DR5B8SSV", "price": "$57.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 110,000 RPM Motor for Fast Drying, 3 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man - Silver", "asin": "B0D924NX8V", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer, Professional High-Speed Brushless Motor Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle", "asin": "B0DNYJBQN6", "price": "$65.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds", "asin": "B0CB89K4KT", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Deep Navy)", "asin": "B0B72L6K9P", "price": "$312.00", "delivery": " Two-Day FREE delivery Sat, Apr 12 Only 8 left in stock - order soon."},
{"title": "INFINITIPRO BY CONAIR Hair Dryer with Diffuser | AC Motor Pro Hair Dryer with Ceramic Technology | Includes Diffuser and Concentrator | Black | Packaging May Vary", "asin": "B07TT9XH98", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Turbo Hair Dryer with Advanced Ionic Technology, Ceramic Coating | Turbo Heat and Cold Shot Features, 1875 Watts for Fast Drying and Shine (Silver)", "asin": "B0027SU9JU", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hair Dryer SpeedStyle RapidGloss Finisher and High-Velocity Dryer, Ionic Hair Blow Dryer with IQ Speed Styling and Drying Suite, No Heat Damage, Best for Straight and Wavy Hair, Silk, HD331", "asin": "B0C7YJ7WML", "price": "$159.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, 150000RPM High-Speed Hairdryer for Fast Drying, Low Noise, HD Display, 5 Temps & 2 Speeds, 500 Million Negative Ionic Blow Dryer with Diffuser & Nozzle, Gold", "asin": "B0CTBQP5JR", "price": "$79.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D1R985WS", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, 16000 RPM Brushless Motor, Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle (Gray)", "asin": "B0DRS15C8K", "price": "$90.00", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "EH-NA2J Hair Dryer Nanocare Nanoe Compact/Lightweight Type 100V only Shipped from Japan Released in 2022 (Wht)", "asin": "B0B72H1W4K", "price": "$180.00", "delivery": "FREE delivery Apr 17 - 21"},
{"title": "2-In-1 Electric Hair Dryer Styling Tool - Blow Dryer Brush with Teasing Comb, 3 Gear Adjustable Hair Straightener (US Plug)", "asin": "B09S9XZLF7", "price": "$31.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "will come for dryer to catch blow brush (blue) EHKA10AH7617", "asin": "B008H0V8BK", "price": "$27.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Only 7 left in stock - order soon."},
{"title": "Ionic Hair Dryer with Diffuser, Powerful 1800W Blow Dryer for Women & Men, Fast-Drying Hair Dryer with Nozzle for Home, Salon, Travel", "asin": "B0DKSYVLTX", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer,160000 RPM High Speed Blow Dryer with 200 Million Negative Ionic, Low Noise Thermo-Control Professional Hair Dryer with Diffuser and Nozzle,Portable Hair Blow Dryer for Home Travel", "asin": "B0DDWR4VWK", "price": "$69.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "EH-NA0J Hair Dryer Nanocare High Penetration Nanoe & Mineral Deep 100V only Shipped from Japan Released in 2022 (Warm White)", "asin": "B0B72LXVV5", "price": "$300.00", "delivery": "FREE delivery Apr 17 - 18 for Prime members"},
{"title": "Hair Dryer, 150000 RPM High-Speed Brushless Motor Negative Ionic Blow Dryer for Fast Drying, Low Noise Thermo-Control Hair-Dryer-with-Diffuser and Nozzle", "asin": "B0C39T2VG5", "price": "$81.21", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, Worldwide Travel Hair Dryer with Smart Voltage Technology and Folding Handle, Includes Concentrator", "asin": "B07HB2ZRNJ", "price": "$31.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Blow Dryer Brush Comb 2 in 1 - Multifunctional Hair Styling Tool for Beauty, Professional Electric Hair Dryer and Volumizer for Women and Men", "asin": "B0BQ3MPKVS", "price": "$35.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray", "asin": "B0D672M7WW", "price": "$85.71", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "One-Step Volumizer Plus Hair Dryer and Styler, Enhanced Motor for Less Frizz, More Shine, and Reduced Heat Damage for Salon Style Round Brush for Blowout, Black (Amazon Exclusive)", "asin": "B096SVJZSW", "price": "$34.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel", "asin": "B086SR1KML", "price": "$39.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)", "asin": "B0DR5B3C7X", "price": "$59.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Supersonic Nural\u2122 Hair Dryer", "asin": "B0D71BKD7Q", "price": "$499.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)", "asin": "B07GZWQDPR", "price": "$26.44", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Travel Hair Dryer with Dual Voltage, 1600W Compact Hair Dryer with Folding Handle, Travel Blow Dryer", "asin": "B000094ZDX", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel", "asin": "B0DHRR4DD2", "price": "$66.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer, Nano Titanium 2000-Watt Blow Dryer, Professional/Ionic", "asin": "B091KB6H1F", "price": "$89.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold", "asin": "B09CP8SSGP", "price": "$31.83", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, 1875 Watts Fast Drying Blow Dryer with Diffuser and Concentrator, Compact Lightweight Hair Dryer for Women and Men", "asin": "B0CXXLCFMG", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man", "asin": "B0D1R985WS", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control", "asin": "B0DK31PZG8", "price": "$119.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Supersonic\u2122 Hair Dryer", "asin": "B0B4T6RTZ2", "price": "$429.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "2 in 1 Hair Dryer Brush, Negative Ion Anti-frizz Hot Air Brush Blower, Professional Electric Household Hair Curling Comb, Protable Hair Dryer Comb Machine", "asin": "B0BRB54F22", "price": "$33.99", "delivery": "FREE delivery Apr 27 - May 10 for Prime members"},
{"title": "Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds", "asin": "B0CB89K4KT", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle", "asin": "B0DHRZDDDZ", "price": "$47.98", "delivery": "FREE delivery Apr 14 - 17 for Prime members"},
{"title": "HD430 FlexStyle Air Styling & Drying System, Powerful Hair Dryer Brush & Multi-Styler with Auto-Wrap Curlers, Paddle Brush, Oval Brush, Concentrator Attachment, Stone", "asin": "B0B89P16MC", "price": "$239.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "T3 Fit Compact Hair Dryer", "asin": "B08QVCK1G3", "price": "$159.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Hair Dryer with Retractable Cord, 1875W Cord-Keeper Blow Dryer,Pink", "asin": "B000E8PG98", "price": "$17.62", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types", "asin": "B0DKT9628H", "price": "$49.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Damage Protection Hair Dryer with Ceramic Ionic Tourmaline Technology, Black, Diffuser and Concentrator, 3 Piece Set", "asin": "B00MMRFUG8", "price": "$19.16", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hair Dryer - 160,000 RPM Ionic Blow Dryer - High Speed Fast Drying 1 Min, Professional Hairdryer for Smooth, 9 Temps Set for Women, 500 Million Negative Ions, Lightweight 0.8lb for Travel, Auto Clean", "asin": "B0DWT3SG8W", "price": "$69.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Hair Dryer, 150000 RPM Portable Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Million Negative Ions Care & Heat-Control & Low Noise with Magnetic Diffuser & Nozzle, 5 Temps & 3 Speeds", "asin": "B0DGX3X1F1", "price": "$89.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Professional Ionic Hair Dryer for Salon - 2200W Powerful Blow Dryer - Lightweight Travel for Normal & Curly Hair Includes Volume Styling Nozzle", "asin": "B07KN63XZH", "price": "$44.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Pro Wet2style Hair Dryer, With Ionic & Ceramic Drying Technology, Mauve, 1875 Watts of Drying Power", "asin": "B08BX1V2J6", "price": "$25.66", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Ionic Blow Dryer 1600W, Portable Lightweight Fast Drying Negative Ion Hairdryer Blowdryer, 3 Heat Settings & Infinity Speed, with Diffuser and Concentrator Nozzle for Home & Travel", "asin": "B089SLN2DC", "price": "$29.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive", "asin": "B0D2JNQ6TQ", "price": "$27.43", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hair Dryer with Diffuser for Women, Christmas Gifts, 1500W Blow Dryer for Curly Hair with 110,000 RPM High-Speed & 200 Million Neg Ions, Travel Hairdryer Blowdryer, Secadora de Pelo para Mujer", "asin": "B0D6FPLBVG", "price": "$59.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM Arrives before Easter"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T21:58:54.969Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T21:58:54.969Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T21:58:54.969Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 3051,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": 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10 PM\"},\n{\"title\": \"Hair Dryer, Worldwide Travel Hair Dryer with Smart Voltage Technology and Folding Handle, Includes Concentrator\", \"asin\": \"B07HB2ZRNJ\", \"price\": \"$31.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Blow Dryer Brush Comb 2 in 1 - Multifunctional Hair Styling Tool for Beauty, Professional Electric Hair Dryer and Volumizer for Women and Men\", \"asin\": \"B0BQ3MPKVS\", \"price\": \"$35.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, 160000 RPM Professional High-Speed Blow Dryer 500 Millions Negative Ionic Care Hair Dryer for Fast Drying, Low Noise Thermo-Control Hairdryer, Travel with Magnetic Diffuser & Nozzle, Gray\", \"asin\": \"B0D672M7WW\", \"price\": \"$85.71\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"One-Step Volumizer Plus Hair Dryer and Styler, Enhanced Motor for Less Frizz, More Shine, and Reduced Heat Damage for Salon Style Round Brush for Blowout, Black (Amazon Exclusive)\", \"asin\": \"B096SVJZSW\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Professional Ionic Hair Dryer, Powerful 1800W Fast Drying Low Noise Blow Dryer with 2 Concentrator Nozzle 1 Diffuser Attachments for Home Salon Travel\", \"asin\": \"B086SR1KML\", \"price\": \"$39.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hair Dryer Blow Dryer,180000 RPM High-Speed Brushless Motor 500 Millions Negative Ionic hairdryer for Fast Drying, Quiet Thermo-Control Hair dryers for Women Home Travel Salon (Pink)\", \"asin\": \"B0DR5B3C7X\", \"price\": \"$59.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Supersonic Nural\\u2122 Hair Dryer\", \"asin\": \"B0D71BKD7Q\", \"price\": \"$499.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Infrared Hair Dryer with Diffuser - Ionic Blow Dryer, Diffuser, and Concentrator, Infrared Heat Technology to Prevent Over-Drying for Shiny, Soft Hair with Natural Moisture (White)\", \"asin\": \"B07GZWQDPR\", \"price\": \"$26.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Travel Hair Dryer with Dual Voltage, 1600W Compact Hair Dryer with Folding Handle, Travel Blow Dryer\", \"asin\": \"B000094ZDX\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer, 160000 RPM Portable Professional Ionic Hair Dryer with 500 Million Negative Ions, Fast-Drying, Low Noise with Diffuser & Nozzle, Lightweight for Home and Travel\", \"asin\": \"B0DHRR4DD2\", \"price\": \"$66.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, Nano Titanium 2000-Watt Blow Dryer, Professional/Ionic\", \"asin\": \"B091KB6H1F\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, Blown Away Ionic Hair Dryer for Curly Hair with Diffuser, 1875W Fast Drying Blow Dryer with Ceramic Technology, 3 Attachments for All Hair Types, Light and Quiet, Rose Gold\", \"asin\": \"B09CP8SSGP\", \"price\": \"$31.83\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, 1875 Watts Fast Drying Blow Dryer with Diffuser and Concentrator, Compact Lightweight Hair Dryer for Women and Men\", \"asin\": \"B0CXXLCFMG\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer, Ionic Blow Dryer, Professional High-Speed Hairdryer with 150,000 RPM Motor for Fast Drying, 5 Temps/3 Speeds Lightweight Hairdryer with Magnetic Nozzle for Home Travel Women Man\", \"asin\": \"B0D1R985WS\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ionic Hair Dryer with Diffuser - 2000W Professional Dual Voltage Blow Dryer for All Hair Types, Negative Ion, Fast Drying & Low Noise, Lightweight Design and Intelligent Heat Control\", \"asin\": \"B0DK31PZG8\", \"price\": \"$119.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Supersonic\\u2122 Hair Dryer\", \"asin\": \"B0B4T6RTZ2\", \"price\": \"$429.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"2 in 1 Hair Dryer Brush, Negative Ion Anti-frizz Hot Air Brush Blower, Professional Electric Household Hair Curling Comb, Protable Hair Dryer Comb Machine\", \"asin\": \"B0BRB54F22\", \"price\": \"$33.99\", \"delivery\": \"FREE delivery Apr 27 - May 10 for Prime members\"},\n{\"title\": \"Hair Dryer - Negative Ionic Blow Dryer with 170000 RPM High Speed Brushless Motor for Fast Drying, Low Noise, HD Display Hair Dryer with Diffuser and Nozzle, 5 Temps & 2 Speeds\", \"asin\": \"B0CB89K4KT\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer,160000 RPM Blow Dryer with High-Speed Brushless Motor for Fast Drying, Professional Ionic Lightweight Hair Dryers, Thermo-Control Low Noise with Blow Dryers Diffuser & Nozzle\", \"asin\": \"B0DHRZDDDZ\", \"price\": \"$47.98\", \"delivery\": \"FREE delivery Apr 14 - 17 for Prime members\"},\n{\"title\": \"HD430 FlexStyle Air Styling & Drying System, Powerful Hair Dryer Brush & Multi-Styler with Auto-Wrap Curlers, Paddle Brush, Oval Brush, Concentrator Attachment, Stone\", \"asin\": \"B0B89P16MC\", \"price\": \"$239.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"T3 Fit Compact Hair Dryer\", \"asin\": \"B08QVCK1G3\", \"price\": \"$159.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hair Dryer with Retractable Cord, 1875W Cord-Keeper Blow Dryer,Pink\", \"asin\": \"B000E8PG98\", \"price\": \"$17.62\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Compact Ionic Hair Dryer - Negative Ion Blow Dryer with Digital Display, Rapid Drying, Low Noise, & Luxury Velvet Travel Bag - Includes Diffuser & Magnetic Nozzles - for All Hair Types\", \"asin\": \"B0DKT9628H\", \"price\": \"$49.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Damage Protection Hair Dryer with Ceramic Ionic Tourmaline Technology, Black, Diffuser and Concentrator, 3 Piece Set\", \"asin\": \"B00MMRFUG8\", \"price\": \"$19.16\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hair Dryer - 160,000 RPM Ionic Blow Dryer - High Speed Fast Drying 1 Min, Professional Hairdryer for Smooth, 9 Temps Set for Women, 500 Million Negative Ions, Lightweight 0.8lb for Travel, Auto Clean\", \"asin\": \"B0DWT3SG8W\", \"price\": \"$69.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Hair Dryer, 150000 RPM Portable Professional High Speed Ionic Blow Dryer for Fast Drying, 500 Million Negative Ions Care & Heat-Control & Low Noise with Magnetic Diffuser & Nozzle, 5 Temps & 3 Speeds\", \"asin\": \"B0DGX3X1F1\", \"price\": \"$89.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Professional Ionic Hair Dryer for Salon - 2200W Powerful Blow Dryer - Lightweight Travel for Normal & Curly Hair Includes Volume Styling Nozzle\", \"asin\": \"B07KN63XZH\", \"price\": \"$44.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pro Wet2style Hair Dryer, With Ionic & Ceramic Drying Technology, Mauve, 1875 Watts of Drying Power\", \"asin\": \"B08BX1V2J6\", \"price\": \"$25.66\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Ionic Blow Dryer 1600W, Portable Lightweight Fast Drying Negative Ion Hairdryer Blowdryer, 3 Heat Settings & Infinity Speed, with Diffuser and Concentrator Nozzle for Home & Travel\", \"asin\": \"B089SLN2DC\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Double Ceramic Hair Dryer with Diffuser | Blow Dryer with Ionic Conditioning | Includes Diffuser and Concentrator | Amazon Exclusive\", \"asin\": \"B0D2JNQ6TQ\", \"price\": \"$27.43\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hair Dryer with Diffuser for Women, Christmas Gifts, 1500W Blow Dryer for Curly Hair with 110,000 RPM High-Speed & 200 Million Neg Ions, Travel Hairdryer Blowdryer, Secadora de Pelo para Mujer\", \"asin\": \"B0D6FPLBVG\", \"price\": \"$59.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM Arrives before Easter\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:58:54.969Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"$1,499.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"$699.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:59:20.425Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T21:59:20.425Z
|
click_product
|
B0DR28SH5R
|
rule
|
train
| 3,052
|
2025-04-10T21:59:20.425Z
|
click_product
|
B0DR28SH5R
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "", "asin": "", "price": "$899.99", "quantity": ""},
{"title": "", "asin": "", "price": "$1,499.99", "quantity": ""},
{"title": "", "asin": "", "price": "$549.99", "quantity": ""},
{"title": "", "asin": "", "price": "$699.99", "quantity": ""},
{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.88", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1", "asin": "B093X8QQ12", "price": "$16.72", "quantity": ""},
{"title": "Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""}],
"active_items": [{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Blue"}]},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black+light Blue"}]},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black-blue"}]},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Gallon (90 Count)"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 16 - 21", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "One-Day FREE delivery Tomorrow, Apr 11", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$7.99", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T21:59:20.425Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T21:59:20.425Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DR28SH5R\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T21:59:20.425Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DR28SH5R\",}</answer>",
"index": 3052,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"$1,499.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"$699.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:59:20.425Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"$1,499.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"$699.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:59:34.082Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T21:59:34.082Z
|
click_product
|
B0DSHXT8FR
|
rule
|
train
| 3,053
|
2025-04-10T21:59:34.082Z
|
click_product
|
B0DSHXT8FR
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "", "asin": "", "price": "$899.99", "quantity": ""},
{"title": "", "asin": "", "price": "$1,499.99", "quantity": ""},
{"title": "", "asin": "", "price": "$549.99", "quantity": ""},
{"title": "", "asin": "", "price": "$699.99", "quantity": ""},
{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.88", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1", "asin": "B093X8QQ12", "price": "$16.72", "quantity": ""},
{"title": "Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""}],
"active_items": [{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Blue"}]},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black+light Blue"}]},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black-blue"}]},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Gallon (90 Count)"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 16 - 21", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "One-Day FREE delivery Tomorrow, Apr 11", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$7.99", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T21:59:34.082Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T21:59:34.082Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DSHXT8FR\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T21:59:34.082Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DSHXT8FR\",}</answer>",
"index": 3053,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"$1,499.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"$699.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:59:34.082Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DSHXT8FR\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\"},\n{\"price\": \"$199.99\"},\n{\"bullet_list\": \"\\u3010Sweep & Vacuum & Mop 3-in-1\\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \\u3010Max. 6000Pa Suction Power\\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \\u3010360\\u00b0LIDAR Navigation & Quick Mapping\\u3011Featuring advanced 360\\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \\u3010200-Min Runtime and Self-Recharge\\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \\u3010Smart APP & Voice Control\\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Mova S10 Robot Vacuum Cleaner with 7000Pa Suction, 260 Mins Run Time, Liftable Brush, Self-Charging Robotic Vacuum Cleaner for Home, Pet Hair, Hard Floors, App & Voice Control\", \"asin\": \"B0DG2XXMVZ\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo 2 in 1 Mopping Robot Vacuum Cleaner with Schedule WiFi/A...\", \"asin\": \"B0DT9NSSW9\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Eureka NES215A Blaze 3-in-1 Swivel Handheld & Stick Vacuum Cleaner, Blue\", \"asin\": \"B07NVR2NTT\", \"price\": \"$30.22\", \"quantity\": \"\"},\n{\"title\": \"BLACK+DECKER POWERSERIES Extreme MAX Cordless Stick Vacuum, Home and Pet Hair Vacuum (BHFEB520D1)\", \"asin\": \"B0BW1CH8RV\", \"price\": \"$148.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2...\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NADALY\\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\"},\n{\"title\": \"DREAME\\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control\", \"asin\": \"B0D6VQK8KN\", \"price\": \"$139.99\"},\n{\"title\": \"MONSGA\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"B0DSJF3JLT\", \"price\": \"$359.99\"},\n{\"title\": \"Lubluelu\\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\"},\n{\"title\": \"Lefant\\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\\uff08U180\\uff09\", \"asin\": \"B08RDGTMQX\", \"price\": \"$115.99\"},\n{\"title\": \"Laresar Clean\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:00:55.015Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:00:55.015Z
|
click
|
review
|
rule
|
train
| 3,054
|
2025-04-10T22:00:55.015Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$3.59"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DSHXT8FR"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor"},
{"price": "$199.99"},
{"bullet_list": "\u3010Sweep & Vacuum & Mop 3-in-1\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \u3010Max. 6000Pa Suction Power\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \u3010360\u00b0LIDAR Navigation & Quick Mapping\u3011Featuring advanced 360\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \u3010200-Min Runtime and Self-Recharge\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \u3010Smart APP & Voice Control\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VBXHS8", "price": "$259.99", "quantity": ""},
{"title": "Mova S10 Robot Vacuum Cleaner with 7000Pa Suction, 260 Mins Run Time, Liftable Brush, Self-Charging Robotic Vacuum Cleaner for Home, Pet Hair, Hard Floors, App & Voice Control", "asin": "B0DG2XXMVZ", "price": "$199.00", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...", "asin": "B0D6V8W64C", "price": "$149.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...", "asin": "B0DMDZDLN8", "price": "$139.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo 2 in 1 Mopping Robot Vacuum Cleaner with Schedule WiFi/A...", "asin": "B0DT9NSSW9", "price": "$169.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...", "asin": "B0D6V8W64C", "price": "$149.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...", "asin": "B0DWFLKVN1", "price": "$129.99", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor", "asin": "B0DFH49Y3H", "price": "$149.99", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VBXHS8", "price": "$259.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...", "asin": "B0DMDZDLN8", "price": "$139.99", "quantity": ""},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VBXHS8", "price": "$259.99", "quantity": ""},
{"title": "Eureka NES215A Blaze 3-in-1 Swivel Handheld & Stick Vacuum Cleaner, Blue", "asin": "B07NVR2NTT", "price": "$30.22", "quantity": ""},
{"title": "BLACK+DECKER POWERSERIES Extreme MAX Cordless Stick Vacuum, Home and Pet Hair Vacuum (BHFEB520D1)", "asin": "B0BW1CH8RV", "price": "$148.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2...", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...", "asin": "B0DMDZDLN8", "price": "$139.99", "quantity": ""}],
"comparison_items": [{"title": "NADALY\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.95"},
{"title": "DREAME\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control", "asin": "B0D6VQK8KN", "price": "$139.99"},
{"title": "MONSGA\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets", "asin": "B0DSJF3JLT", "price": "$359.99"},
{"title": "Lubluelu\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W", "asin": "B0D93DWV61", "price": "$99.99"},
{"title": "Lefant\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\uff08U180\uff09", "asin": "B08RDGTMQX", "price": "$115.99"},
{"title": "Laresar Clean\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps", "asin": "B0D6V8W64C", "price": "$149.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:00:55.015Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:00:55.015Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:00:55.015Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 3054,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DSHXT8FR\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\"},\n{\"price\": \"$199.99\"},\n{\"bullet_list\": \"\\u3010Sweep & Vacuum & Mop 3-in-1\\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \\u3010Max. 6000Pa Suction Power\\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \\u3010360\\u00b0LIDAR Navigation & Quick Mapping\\u3011Featuring advanced 360\\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \\u3010200-Min Runtime and Self-Recharge\\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \\u3010Smart APP & Voice Control\\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Mova S10 Robot Vacuum Cleaner with 7000Pa Suction, 260 Mins Run Time, Liftable Brush, Self-Charging Robotic Vacuum Cleaner for Home, Pet Hair, Hard Floors, App & Voice Control\", \"asin\": \"B0DG2XXMVZ\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo 2 in 1 Mopping Robot Vacuum Cleaner with Schedule WiFi/A...\", \"asin\": \"B0DT9NSSW9\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Eureka NES215A Blaze 3-in-1 Swivel Handheld & Stick Vacuum Cleaner, Blue\", \"asin\": \"B07NVR2NTT\", \"price\": \"$30.22\", \"quantity\": \"\"},\n{\"title\": \"BLACK+DECKER POWERSERIES Extreme MAX Cordless Stick Vacuum, Home and Pet Hair Vacuum (BHFEB520D1)\", \"asin\": \"B0BW1CH8RV\", \"price\": \"$148.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2...\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NADALY\\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\"},\n{\"title\": \"DREAME\\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control\", \"asin\": \"B0D6VQK8KN\", \"price\": \"$139.99\"},\n{\"title\": \"MONSGA\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"B0DSJF3JLT\", \"price\": \"$359.99\"},\n{\"title\": \"Lubluelu\\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\"},\n{\"title\": \"Lefant\\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\\uff08U180\\uff09\", \"asin\": \"B08RDGTMQX\", \"price\": \"$115.99\"},\n{\"title\": \"Laresar Clean\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:00:55.015Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DSHXT8FR\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\"},\n{\"price\": \"$199.95\"},\n{\"bullet_list\": \"\\u3010Sweep & Vacuum & Mop 3-in-1\\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \\u3010Max. 6000Pa Suction Power\\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \\u3010360\\u00b0LIDAR Navigation & Quick Mapping\\u3011Featuring advanced 360\\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \\u3010200-Min Runtime and Self-Recharge\\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \\u3010Smart APP & Voice Control\\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair\", \"asin\": \"B09NM5GCQS\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Mova S10 Robot Vacuum Cleaner with 7000Pa Suction, 260 Mins Run Time, Liftable Brush, Self-Charging Robotic Vacuum Cleaner for Home, Pet Hair, Hard Floors, App & Voice Control\", \"asin\": \"B0DG2XXMVZ\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NADALY\\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\"},\n{\"title\": \"DREAME\\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control\", \"asin\": \"B0D6VQK8KN\", \"price\": \"$139.99\"},\n{\"title\": \"MONSGA\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"B0DSJF3JLT\", \"price\": \"$359.99\"},\n{\"title\": \"Lubluelu\\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\"},\n{\"title\": \"Lefant\\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\\uff08U180\\uff09\", \"asin\": \"B08RDGTMQX\", \"price\": \"$115.99\"},\n{\"title\": \"Laresar Clean\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:01:47.993Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:01:47.993Z
|
click
|
other
|
rule
|
train
| 3,055
|
2025-04-10T22:01:47.993Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$3.59"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DSHXT8FR"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor"},
{"price": "$199.95"},
{"bullet_list": "\u3010Sweep & Vacuum & Mop 3-in-1\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \u3010Max. 6000Pa Suction Power\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \u3010360\u00b0LIDAR Navigation & Quick Mapping\u3011Featuring advanced 360\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \u3010200-Min Runtime and Self-Recharge\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \u3010Smart APP & Voice Control\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VBXHS8", "price": "$259.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...", "asin": "B0D6V8W64C", "price": "$149.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair", "asin": "B09NM5GCQS", "price": "$199.99", "quantity": ""},
{"title": "Mova S10 Robot Vacuum Cleaner with 7000Pa Suction, 260 Mins Run Time, Liftable Brush, Self-Charging Robotic Vacuum Cleaner for Home, Pet Hair, Hard Floors, App & Voice Control", "asin": "B0DG2XXMVZ", "price": "$199.00", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor", "asin": "B0DFH49Y3H", "price": "$149.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...", "asin": "B0DWFLKVN1", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...", "asin": "B0DMDZDLN8", "price": "$139.99", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VBXHS8", "price": "$259.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...", "asin": "B0D6V8W64C", "price": "$149.99", "quantity": ""}],
"comparison_items": [{"title": "NADALY\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.95"},
{"title": "DREAME\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control", "asin": "B0D6VQK8KN", "price": "$139.99"},
{"title": "MONSGA\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets", "asin": "B0DSJF3JLT", "price": "$359.99"},
{"title": "Lubluelu\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W", "asin": "B0D93DWV61", "price": "$99.99"},
{"title": "Lefant\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\uff08U180\uff09", "asin": "B08RDGTMQX", "price": "$115.99"},
{"title": "Laresar Clean\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps", "asin": "B0D6V8W64C", "price": "$149.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:01:47.993Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:01:47.993Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:01:47.993Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 3055,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DSHXT8FR\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\"},\n{\"price\": \"$199.95\"},\n{\"bullet_list\": \"\\u3010Sweep & Vacuum & Mop 3-in-1\\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \\u3010Max. 6000Pa Suction Power\\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \\u3010360\\u00b0LIDAR Navigation & Quick Mapping\\u3011Featuring advanced 360\\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \\u3010200-Min Runtime and Self-Recharge\\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \\u3010Smart APP & Voice Control\\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair\", \"asin\": \"B09NM5GCQS\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Mova S10 Robot Vacuum Cleaner with 7000Pa Suction, 260 Mins Run Time, Liftable Brush, Self-Charging Robotic Vacuum Cleaner for Home, Pet Hair, Hard Floors, App & Voice Control\", \"asin\": \"B0DG2XXMVZ\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NADALY\\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\"},\n{\"title\": \"DREAME\\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control\", \"asin\": \"B0D6VQK8KN\", \"price\": \"$139.99\"},\n{\"title\": \"MONSGA\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"B0DSJF3JLT\", \"price\": \"$359.99\"},\n{\"title\": \"Lubluelu\\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\"},\n{\"title\": \"Lefant\\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\\uff08U180\\uff09\", \"asin\": \"B08RDGTMQX\", \"price\": \"$115.99\"},\n{\"title\": \"Laresar Clean\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:01:47.993Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DSHXT8FR\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\"},\n{\"price\": \"$199.95\"},\n{\"bullet_list\": \"\\u3010Sweep & Vacuum & Mop 3-in-1\\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \\u3010Max. 6000Pa Suction Power\\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \\u3010360\\u00b0LIDAR Navigation & Quick Mapping\\u3011Featuring advanced 360\\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \\u3010200-Min Runtime and Self-Recharge\\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \\u3010Smart APP & Voice Control\\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair\", \"asin\": \"B09NM5GCQS\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Mova S10 Robot Vacuum Cleaner with 7000Pa Suction, 260 Mins Run Time, Liftable Brush, Self-Charging Robotic Vacuum Cleaner for Home, Pet Hair, Hard Floors, App & Voice Control\", \"asin\": \"B0DG2XXMVZ\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NADALY\\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\"},\n{\"title\": \"DREAME\\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control\", \"asin\": \"B0D6VQK8KN\", \"price\": \"$139.99\"},\n{\"title\": \"MONSGA\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"B0DSJF3JLT\", \"price\": \"$359.99\"},\n{\"title\": \"Lubluelu\\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\"},\n{\"title\": \"Lefant\\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\\uff08U180\\uff09\", \"asin\": \"B08RDGTMQX\", \"price\": \"$115.99\"},\n{\"title\": \"Laresar Clean\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:01:48.017Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:01:48.017Z
|
click
|
other
|
rule
|
train
| 3,056
|
2025-04-10T22:01:48.017Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$3.59"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DSHXT8FR"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor"},
{"price": "$199.95"},
{"bullet_list": "\u3010Sweep & Vacuum & Mop 3-in-1\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \u3010Max. 6000Pa Suction Power\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \u3010360\u00b0LIDAR Navigation & Quick Mapping\u3011Featuring advanced 360\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \u3010200-Min Runtime and Self-Recharge\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \u3010Smart APP & Voice Control\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VBXHS8", "price": "$259.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...", "asin": "B0D6V8W64C", "price": "$149.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair", "asin": "B09NM5GCQS", "price": "$199.99", "quantity": ""},
{"title": "Mova S10 Robot Vacuum Cleaner with 7000Pa Suction, 260 Mins Run Time, Liftable Brush, Self-Charging Robotic Vacuum Cleaner for Home, Pet Hair, Hard Floors, App & Voice Control", "asin": "B0DG2XXMVZ", "price": "$199.00", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor", "asin": "B0DFH49Y3H", "price": "$149.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...", "asin": "B0DWFLKVN1", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...", "asin": "B0DMDZDLN8", "price": "$139.99", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VBXHS8", "price": "$259.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...", "asin": "B0D6V8W64C", "price": "$149.99", "quantity": ""}],
"comparison_items": [{"title": "NADALY\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.95"},
{"title": "DREAME\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control", "asin": "B0D6VQK8KN", "price": "$139.99"},
{"title": "MONSGA\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets", "asin": "B0DSJF3JLT", "price": "$359.99"},
{"title": "Lubluelu\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W", "asin": "B0D93DWV61", "price": "$99.99"},
{"title": "Lefant\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\uff08U180\uff09", "asin": "B08RDGTMQX", "price": "$115.99"},
{"title": "Laresar Clean\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps", "asin": "B0D6V8W64C", "price": "$149.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:01:48.017Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:01:48.017Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:01:48.017Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 3056,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DSHXT8FR\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\"},\n{\"price\": \"$199.95\"},\n{\"bullet_list\": \"\\u3010Sweep & Vacuum & Mop 3-in-1\\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \\u3010Max. 6000Pa Suction Power\\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \\u3010360\\u00b0LIDAR Navigation & Quick Mapping\\u3011Featuring advanced 360\\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \\u3010200-Min Runtime and Self-Recharge\\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \\u3010Smart APP & Voice Control\\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair\", \"asin\": \"B09NM5GCQS\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Mova S10 Robot Vacuum Cleaner with 7000Pa Suction, 260 Mins Run Time, Liftable Brush, Self-Charging Robotic Vacuum Cleaner for Home, Pet Hair, Hard Floors, App & Voice Control\", \"asin\": \"B0DG2XXMVZ\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NADALY\\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\"},\n{\"title\": \"DREAME\\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control\", \"asin\": \"B0D6VQK8KN\", \"price\": \"$139.99\"},\n{\"title\": \"MONSGA\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"B0DSJF3JLT\", \"price\": \"$359.99\"},\n{\"title\": \"Lubluelu\\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\"},\n{\"title\": \"Lefant\\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\\uff08U180\\uff09\", \"asin\": \"B08RDGTMQX\", \"price\": \"$115.99\"},\n{\"title\": \"Laresar Clean\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:01:48.017Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DSHXT8FR\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\"},\n{\"price\": \"$199.95\"},\n{\"bullet_list\": \"\\u3010Sweep & Vacuum & Mop 3-in-1\\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \\u3010Max. 6000Pa Suction Power\\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \\u3010360\\u00b0LIDAR Navigation & Quick Mapping\\u3011Featuring advanced 360\\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \\u3010200-Min Runtime and Self-Recharge\\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \\u3010Smart APP & Voice Control\\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair\", \"asin\": \"B09NM5GCQS\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Mova S10 Robot Vacuum Cleaner with 7000Pa Suction, 260 Mins Run Time, Liftable Brush, Self-Charging Robotic Vacuum Cleaner for Home, Pet Hair, Hard Floors, App & Voice Control\", \"asin\": \"B0DG2XXMVZ\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NADALY\\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\"},\n{\"title\": \"DREAME\\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control\", \"asin\": \"B0D6VQK8KN\", \"price\": \"$139.99\"},\n{\"title\": \"MONSGA\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"B0DSJF3JLT\", \"price\": \"$359.99\"},\n{\"title\": \"Lubluelu\\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\"},\n{\"title\": \"Lefant\\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\\uff08U180\\uff09\", \"asin\": \"B08RDGTMQX\", \"price\": \"$115.99\"},\n{\"title\": \"Laresar Clean\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:01:53.551Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:01:53.551Z
|
purchase
|
B0DSHXT8FR
|
rule
|
train
| 3,057
|
2025-04-10T22:01:53.551Z
|
purchase
|
B0DSHXT8FR
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:12:27.738Z", "action": "input", "action_argument": "robot mop"}
{"timestamp": "2025-04-06T06:12:27.954Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:12:34.552Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:12:58.530Z", "action": "purchase", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$3.59"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DSHXT8FR"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor"},
{"price": "$199.95"},
{"bullet_list": "\u3010Sweep & Vacuum & Mop 3-in-1\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \u3010Max. 6000Pa Suction Power\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \u3010360\u00b0LIDAR Navigation & Quick Mapping\u3011Featuring advanced 360\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \u3010200-Min Runtime and Self-Recharge\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \u3010Smart APP & Voice Control\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VBXHS8", "price": "$259.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...", "asin": "B0D6V8W64C", "price": "$149.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair", "asin": "B09NM5GCQS", "price": "$199.99", "quantity": ""},
{"title": "Mova S10 Robot Vacuum Cleaner with 7000Pa Suction, 260 Mins Run Time, Liftable Brush, Self-Charging Robotic Vacuum Cleaner for Home, Pet Hair, Hard Floors, App & Voice Control", "asin": "B0DG2XXMVZ", "price": "$199.00", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor", "asin": "B0DFH49Y3H", "price": "$149.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...", "asin": "B0DWFLKVN1", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...", "asin": "B0DMDZDLN8", "price": "$139.99", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VBXHS8", "price": "$259.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...", "asin": "B0D6V8W64C", "price": "$149.99", "quantity": ""}],
"comparison_items": [{"title": "NADALY\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.95"},
{"title": "DREAME\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control", "asin": "B0D6VQK8KN", "price": "$139.99"},
{"title": "MONSGA\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets", "asin": "B0DSJF3JLT", "price": "$359.99"},
{"title": "Lubluelu\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W", "asin": "B0D93DWV61", "price": "$99.99"},
{"title": "Lefant\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\uff08U180\uff09", "asin": "B08RDGTMQX", "price": "$115.99"},
{"title": "Laresar Clean\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps", "asin": "B0D6V8W64C", "price": "$149.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:01:53.551Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:01:53.551Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DSHXT8FR\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:01:53.551Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DSHXT8FR\",}</answer>",
"index": 3057,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:12:27.738Z\", \"action\": \"input\", \"action_argument\": \"robot mop\"}\n{\"timestamp\": \"2025-04-06T06:12:27.954Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:12:34.552Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:12:58.530Z\", \"action\": \"purchase\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DSHXT8FR\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\"},\n{\"price\": \"$199.95\"},\n{\"bullet_list\": \"\\u3010Sweep & Vacuum & Mop 3-in-1\\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \\u3010Max. 6000Pa Suction Power\\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \\u3010360\\u00b0LIDAR Navigation & Quick Mapping\\u3011Featuring advanced 360\\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \\u3010200-Min Runtime and Self-Recharge\\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \\u3010Smart APP & Voice Control\\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair\", \"asin\": \"B09NM5GCQS\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Mova S10 Robot Vacuum Cleaner with 7000Pa Suction, 260 Mins Run Time, Liftable Brush, Self-Charging Robotic Vacuum Cleaner for Home, Pet Hair, Hard Floors, App & Voice Control\", \"asin\": \"B0DG2XXMVZ\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NADALY\\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\"},\n{\"title\": \"DREAME\\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control\", \"asin\": \"B0D6VQK8KN\", \"price\": \"$139.99\"},\n{\"title\": \"MONSGA\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"B0DSJF3JLT\", \"price\": \"$359.99\"},\n{\"title\": \"Lubluelu\\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\"},\n{\"title\": \"Lefant\\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\\uff08U180\\uff09\", \"asin\": \"B08RDGTMQX\", \"price\": \"$115.99\"},\n{\"title\": \"Laresar Clean\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:01:53.551Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\", \"quantity\": \"1\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"roborock S8 Pro Ultra Robot Vacuum and Mop, Auto Drying, Auto Mop Washing, Self Emptying, Self Refilling, Liftable Dual Brush & Sonic Mop, 6000Pa Suction, Obstacle Avoidance(RockDock Ultra Series)\", \"asin\": \"B0BVB5PTDK\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair\", \"asin\": \"B09NM5GCQS\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"NARWAL Freo Z Ultra Robot Vacuum and Mop Combo, Dual RGB Cameras and Chips, AI Avoidance, 12000Pa Suction, Real-Time Decisions, Adaptive Hot-Water Self Wash & Self Emptying, Pet Hair, Quiet, White\", \"asin\": \"B0D7HHKVLK\", \"price\": \"$1,499.99\", \"quantity\": \"\"},\n{\"title\": \"NARWAL Freo Pro Robot Vacuum and Mop Combo, Tangle Free Robot Mop, 8500Pa Powerful Suction, Self-Emptying, Auto Mop Washing, Auto Drying, Obstacle Avoidance, Ideal for Pet Hair and Hard Floor\", \"asin\": \"B0DT3Z6XY6\", \"price\": \"$699.99\", \"quantity\": \"\"},\n{\"title\": \"roborock S8 Max Ultra Robot Vacuum and Mop, All-in-One Dock, PreciSense LiDAR Navigation, Smart Dirt Detection, Self-Emptying, 8000Pa Suction for Various Floors, 20mm Auto Lifting for Carpet, Black\", \"asin\": \"B0CTZYLMR9\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"Mova S10 Robot Vacuum Cleaner with 7000Pa Suction, 260 Mins Run Time, Liftable Brush, Self-Charging Robotic Vacuum Cleaner for Home, Pet Hair, Hard Floors, App & Voice Control\", \"asin\": \"B0DG2XXMVZ\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"roborock Q5 Pro Robot Vacuum and Mop Combo, 5500Pa Powerful Suction, DuoRoller Brush, LiDAR Navigation, 3D Mapping, Robotic Cleaner for Dirt, Floors, Pet Hair, 240min Runtime, Smart No-Go Zone, Black\", \"asin\": \"B0C7VLHMQR\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max+ Robot Vacuum and Mop, Self-Emptying, Hands-Free Cleaning for up to 7 Weeks, Reactive Tech Obstacle Avoidance, 5500 Pa Suction, DuoRoller Brush, APP-Controlled Mopping, White\", \"asin\": \"B0C7VH6VK1\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VFD9Q4\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo 2 in 1 Mopping Robot Vacuum Cleaner with Schedule WiFi/Alexa/App Smart Self-Charging Robotic Vacuum Ultra-Slim Quiet Tangle-Free Ideal for Hard Floor Pet Hair Carpet-650mL\", \"asin\": \"\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with 2000Pa Max Suction, Wi-Fi/App/Remote, Schedule, Self-Charging Slim Robotic Vacuum, Ideal for Pet Hair, Low-Pile Carpet, Hard Floor\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with Schedule, App/Bluetooth/Voice, Max Suction 3200Pa, Self-Charging Robot Vacuum Cleaner, Slim, Ideal for Pet Hair, Hard Floor, Carpet\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa\", \"asin\": \"\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Lefant Robot Vacuum Cleaner, Strong Suction, 120 Mins Runtime, Slim, Low Noise, Automatic Self-Charging, Wi-Fi/App/Alexa Control, Ideal for Pet Hair Hard Floor and Daily Cleaning, M210\", \"asin\": \"\", \"price\": \"$88.88\", \"quantity\": \"\"},\n{\"title\": \"eufy Robot Vacuum 11S MAX, Super Thin, Powerful Suction, Quiet, Self-Charging Robotic Vacuum Cleaner, Cleans Hard Floors to Medium-Pile Carpets, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Novilla Queen Mattress, 10 Inch Queen Size Mattress in a Box, Gel Memory Foam Mattress for Comfort Sleep, Cooling Night Sleep & Pressure Relief, CertiPUR-US Certified\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PSUK W7 Robot Vacuum and Mop Combo, Suction Port for Pet Hair, 2 in 1 Mopping Robotic Vacuum Cleaner with Watertank and Dustbin, Self-Charging, Slim, Max 120mins Runtime for Hard Floor (Black)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, 2000Pa Max Suction, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kokaidia Robot Vacuum and Mop Combo, LiDAR Navigation, 9000Pa Suction Robotic Vacuum Cleaner \\u2013 Ultra Slim Design, 200 Min Runtime, Auto Recharge, Customizable Cleaning for Pet Hair, Hard Floors\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ZC WAS Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner, Perfect for Pet Hair, Hard Floor and Carpet, Anti-Bump, Anti-Fall, App, Voice and Remote Control\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Peony\", \"asin\": \"\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Alpha Grillers Meat Thermometer Digital - Instant Read Food Thermometer for Cooking Grilling Air Fryer Griddle Probe Kitchen Gadgets Essentials BBQ Accessories Grill Gifts for Men Him Dad Fathers Day\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"JISULIFE Handheld Mini Fan, 3 IN 1 USB Rechargeable Portable Fan [12-19 Working Hours] with Power Bank, Flashlight, Pocket Design for Travel/Summer/Concerts/Lash, Gifts for Women (Pink)\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Vtopmart 25 PCS Clear Plastic Drawer Organizers Set, 4-Size Versatile Bathroom and Vanity Drawer Organizer Trays, Storage Bins for Makeup, Bedroom, Kitchen Gadgets Utensils and Office\", \"asin\": \"\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"Zulay Kitchen Powerful Milk Frother Wand With 2 Duracell Batteries - Ultra Fast Handheld Drink Mixer - Electric Whisk Foam Maker for Coffee, Lattes, Cappuccino, Matcha, Hot Chocolate & Creamer - Black\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Blue/Teal (Denim)\", \"asin\": \"\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Beckham Hotel Collection Bed Pillows Standard / Queen Size Set of 2 - Down Alternative Bedding Gel Cooling Pillow for Back, Stomach or Side Sleepers\", \"asin\": \"\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Cisily Black Sponge Holder for Kitchen Sink, Sink Caddy Organizer with High Brush Holder, Kitchen Countertop Organizers and Storage Essentials, Rustproof 304 Stainless Steel, Soap Dispenser Organize\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"LiBa Bathroom Shower Curtain Waterproof Plastic Shower Curtain Premium PEVA Non-Toxic with Rust Proof Grommets Clear 8G Bathroom Accessories 72x72\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Bedsure Satin Pillowcases, Similar to Silk Pillow Cases Queen Size Set of 2, Cooling Pillow Case for Hot Sleepers with Envelope Closure, Gifts for Women Men, Silver Grey, 20x30 Inches\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"HydroJug Traveler - 40 oz Water Bottle with Handle & Flip Straw - Fits in Cup Holder, Leak Resistant Tumbler-Reusable Insulated Stainless Steel & Rubber Base - Gifts for Women & Men, Pink Sand\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Queen Size 4 Piece Sheet Set - Comfy Breathable & Cooling Bed Sheets Set - Hotel Luxury Bedding for Women, Men, Kids & Teens - Deep Pockets, Easy Secure Fit, Soft and Wrinkle Free - Oeko-Tex - White\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Basket Coffee Filters for 8-12 Cup Coffee Makers, White, 200 Count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TERRO Ant Killer Bait Stations T300B - Liquid Bait to Eliminate Ants - 12 Count Stations for Effective Indoor Ant Control\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ILIFE A12 Pro Robot Vacuum and Mop Combo, Self Emptying Station for 60 Days, LiDAR Navigation, Home Mapping, No-Go Zones, 2.4G WiFi/App/Alexa/Remote Control, for Hard Floors, 110V\", \"asin\": \"\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"DREAME D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control\", \"asin\": \"\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"Tipdiy Robot Vacuum and Mop Combo,4200Pa Powerful Robotic Vacuum Cleaner with Self-Charging, Home Automatic Robot Aspiradora for Hard Floor, Low Carpet, Pet Hair, App&Voice&Remote Smart Control\", \"asin\": \"\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Airzeen Robot Vacuum Cleaner with 4500Pa Strong Suction, 3 in 1 Robot Vacuum and Mop, Carpet Auto-Boost, Self-Charging, 2.9\\u201dSlim Design, Remote/App/Alexa Control, Ideal for Pet Hair/Carpet/Hard Floor\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"betboyles Robot Vacuum and Mop Combo, Robot Vacuum Cleaner, 6 Cleaning Modes, Large Capacity Water Tank Dustbin, Self-Charging, WiFi/App/Alexa, Ideal for Hard Floor, Carpet, Pet Hair\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"10pcs HEPA Filters Replacement for ILIFE V3s V3s pro V5 V5s V5s Pro V5s Pro 2 V5s Plus Noisz S5 Robotic Vacuum Cleaner ILIFE V3s pro Filters ILIFE Robot Vacuum Filter\", \"asin\": \"\", \"price\": \"$9.80\", \"quantity\": \"\"},\n{\"title\": \"Lubluelu 3 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Giomre 3-in-1 Robot Vacuum and Mop Combo, Self Emptying Station for 60 Days, Robotic Vacuum Cleaner with LiDAR Navigation & Max Strong 5000Pa Suction, 2.4G WiFi/Alexa/App Control, Self-Charging Base\", \"asin\": \"\", \"price\": \"$269.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner - 2-in-1 Robot Vacuum and Mop Combo, 2500Pa Suction, Smart Navigation, Alexa & Google Assistant Compatible, Auto Recharge, Anti-Fall, Pet Hair Removal, Z-Shape Cleaning Mode\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop with 4000Pa Powerful Suction, 3 in 1 Robot Vacuum Cleaner with Self-Charging, APP/Alexa/Remote Control Robot Vacuum, Ideal for Pet Hair, Carpet, Hard Floor, Quiet, J10\", \"asin\": \"\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Laresar Clean Robot Vacuum and Mop Combo 4000Pa, Robot Vacuum Cleaner with Auto Carpet Boost, Self-Charging, App&Remote&Voice Control, Super-Slim, Ideal for Pet Hair\", \"asin\": \"\", \"price\": \"$123.49\", \"quantity\": \"\"},\n{\"title\": \"BPMIO Robot Vacuum and Mop Combo, 5500Pa Strong Suction, LiDAR Navigation with Smart Mapping, 120-Min Runtime, Custom Cleaning Schedule, Alexa & WiFi/App Compatible, Ideal for Pet Hair & Hard Floors\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:02:05.044Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:02:05.044Z
|
click
|
cart_side_bar
|
rule
|
train
| 3,058
|
2025-04-10T22:02:05.044Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.95", "quantity": "1"},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$3.59"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "roborock S8 Pro Ultra Robot Vacuum and Mop, Auto Drying, Auto Mop Washing, Self Emptying, Self Refilling, Liftable Dual Brush & Sonic Mop, 6000Pa Suction, Obstacle Avoidance(RockDock Ultra Series)", "asin": "B0BVB5PTDK", "price": "$899.99", "quantity": ""},
{"title": "roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair", "asin": "B09NM5GCQS", "price": "$199.99", "quantity": ""},
{"title": "NARWAL Freo Z Ultra Robot Vacuum and Mop Combo, Dual RGB Cameras and Chips, AI Avoidance, 12000Pa Suction, Real-Time Decisions, Adaptive Hot-Water Self Wash & Self Emptying, Pet Hair, Quiet, White", "asin": "B0D7HHKVLK", "price": "$1,499.99", "quantity": ""},
{"title": "NARWAL Freo Pro Robot Vacuum and Mop Combo, Tangle Free Robot Mop, 8500Pa Powerful Suction, Self-Emptying, Auto Mop Washing, Auto Drying, Obstacle Avoidance, Ideal for Pet Hair and Hard Floor", "asin": "B0DT3Z6XY6", "price": "$699.99", "quantity": ""},
{"title": "roborock S8 Max Ultra Robot Vacuum and Mop, All-in-One Dock, PreciSense LiDAR Navigation, Smart Dirt Detection, Self-Emptying, 8000Pa Suction for Various Floors, 20mm Auto Lifting for Carpet, Black", "asin": "B0CTZYLMR9", "price": "$899.99", "quantity": ""},
{"title": "Mova S10 Robot Vacuum Cleaner with 7000Pa Suction, 260 Mins Run Time, Liftable Brush, Self-Charging Robotic Vacuum Cleaner for Home, Pet Hair, Hard Floors, App & Voice Control", "asin": "B0DG2XXMVZ", "price": "", "quantity": ""},
{"title": "roborock Q5 Pro Robot Vacuum and Mop Combo, 5500Pa Powerful Suction, DuoRoller Brush, LiDAR Navigation, 3D Mapping, Robotic Cleaner for Dirt, Floors, Pet Hair, 240min Runtime, Smart No-Go Zone, Black", "asin": "B0C7VLHMQR", "price": "", "quantity": ""},
{"title": "roborock Q8 Max+ Robot Vacuum and Mop, Self-Emptying, Hands-Free Cleaning for up to 7 Weeks, Reactive Tech Obstacle Avoidance, 5500 Pa Suction, DuoRoller Brush, APP-Controlled Mopping, White", "asin": "B0C7VH6VK1", "price": "", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VFD9Q4", "price": "", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo 2 in 1 Mopping Robot Vacuum Cleaner with Schedule WiFi/Alexa/App Smart Self-Charging Robotic Vacuum Ultra-Slim Quiet Tangle-Free Ideal for Hard Floor Pet Hair Carpet-650mL", "asin": "", "price": "$169.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets", "asin": "", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with 2000Pa Max Suction, Wi-Fi/App/Remote, Schedule, Self-Charging Slim Robotic Vacuum, Ideal for Pet Hair, Low-Pile Carpet, Hard Floor", "asin": "", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with Schedule, App/Bluetooth/Voice, Max Suction 3200Pa, Self-Charging Robot Vacuum Cleaner, Slim, Ideal for Pet Hair, Hard Floor, Carpet", "asin": "", "price": "$149.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "", "price": "$129.99", "quantity": ""},
{"title": "dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa", "asin": "", "price": "$299.99", "quantity": ""},
{"title": "Lefant Robot Vacuum Cleaner, Strong Suction, 120 Mins Runtime, Slim, Low Noise, Automatic Self-Charging, Wi-Fi/App/Alexa Control, Ideal for Pet Hair Hard Floor and Daily Cleaning, M210", "asin": "", "price": "$88.88", "quantity": ""},
{"title": "eufy Robot Vacuum 11S MAX, Super Thin, Powerful Suction, Quiet, Self-Charging Robotic Vacuum Cleaner, Cleans Hard Floors to Medium-Pile Carpets, Black", "asin": "", "price": "", "quantity": ""},
{"title": "Novilla Queen Mattress, 10 Inch Queen Size Mattress in a Box, Gel Memory Foam Mattress for Comfort Sleep, Cooling Night Sleep & Pressure Relief, CertiPUR-US Certified", "asin": "", "price": "", "quantity": ""},
{"title": "PSUK W7 Robot Vacuum and Mop Combo, Suction Port for Pet Hair, 2 in 1 Mopping Robotic Vacuum Cleaner with Watertank and Dustbin, Self-Charging, Slim, Max 120mins Runtime for Hard Floor (Black)", "asin": "", "price": "", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, 2000Pa Max Suction, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet", "asin": "", "price": "", "quantity": ""},
{"title": "Kokaidia Robot Vacuum and Mop Combo, LiDAR Navigation, 9000Pa Suction Robotic Vacuum Cleaner \u2013 Ultra Slim Design, 200 Min Runtime, Auto Recharge, Customizable Cleaning for Pet Hair, Hard Floors", "asin": "", "price": "", "quantity": ""},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "", "price": "", "quantity": ""},
{"title": "ZC WAS Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner, Perfect for Pet Hair, Hard Floor and Carpet, Anti-Bump, Anti-Fall, App, Voice and Remote Control", "asin": "", "price": "", "quantity": ""},
{"title": "Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Peony", "asin": "", "price": "$35.00", "quantity": ""},
{"title": "Alpha Grillers Meat Thermometer Digital - Instant Read Food Thermometer for Cooking Grilling Air Fryer Griddle Probe Kitchen Gadgets Essentials BBQ Accessories Grill Gifts for Men Him Dad Fathers Day", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "JISULIFE Handheld Mini Fan, 3 IN 1 USB Rechargeable Portable Fan [12-19 Working Hours] with Power Bank, Flashlight, Pocket Design for Travel/Summer/Concerts/Lash, Gifts for Women (Pink)", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "Vtopmart 25 PCS Clear Plastic Drawer Organizers Set, 4-Size Versatile Bathroom and Vanity Drawer Organizer Trays, Storage Bins for Makeup, Bedroom, Kitchen Gadgets Utensils and Office", "asin": "", "price": "$16.14", "quantity": ""},
{"title": "Zulay Kitchen Powerful Milk Frother Wand With 2 Duracell Batteries - Ultra Fast Handheld Drink Mixer - Electric Whisk Foam Maker for Coffee, Lattes, Cappuccino, Matcha, Hot Chocolate & Creamer - Black", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Blue/Teal (Denim)", "asin": "", "price": "$27.99", "quantity": ""},
{"title": "Beckham Hotel Collection Bed Pillows Standard / Queen Size Set of 2 - Down Alternative Bedding Gel Cooling Pillow for Back, Stomach or Side Sleepers", "asin": "", "price": "$59.99", "quantity": ""},
{"title": "Cisily Black Sponge Holder for Kitchen Sink, Sink Caddy Organizer with High Brush Holder, Kitchen Countertop Organizers and Storage Essentials, Rustproof 304 Stainless Steel, Soap Dispenser Organize", "asin": "", "price": "", "quantity": ""},
{"title": "LiBa Bathroom Shower Curtain Waterproof Plastic Shower Curtain Premium PEVA Non-Toxic with Rust Proof Grommets Clear 8G Bathroom Accessories 72x72", "asin": "", "price": "", "quantity": ""},
{"title": "Bedsure Satin Pillowcases, Similar to Silk Pillow Cases Queen Size Set of 2, Cooling Pillow Case for Hot Sleepers with Envelope Closure, Gifts for Women Men, Silver Grey, 20x30 Inches", "asin": "", "price": "", "quantity": ""},
{"title": "HydroJug Traveler - 40 oz Water Bottle with Handle & Flip Straw - Fits in Cup Holder, Leak Resistant Tumbler-Reusable Insulated Stainless Steel & Rubber Base - Gifts for Women & Men, Pink Sand", "asin": "", "price": "", "quantity": ""},
{"title": "Queen Size 4 Piece Sheet Set - Comfy Breathable & Cooling Bed Sheets Set - Hotel Luxury Bedding for Women, Men, Kids & Teens - Deep Pockets, Easy Secure Fit, Soft and Wrinkle Free - Oeko-Tex - White", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics Basket Coffee Filters for 8-12 Cup Coffee Makers, White, 200 Count", "asin": "", "price": "", "quantity": ""},
{"title": "TERRO Ant Killer Bait Stations T300B - Liquid Bait to Eliminate Ants - 12 Count Stations for Effective Indoor Ant Control", "asin": "", "price": "", "quantity": ""},
{"title": "ILIFE A12 Pro Robot Vacuum and Mop Combo, Self Emptying Station for 60 Days, LiDAR Navigation, Home Mapping, No-Go Zones, 2.4G WiFi/App/Alexa/Remote Control, for Hard Floors, 110V", "asin": "", "price": "$219.99", "quantity": ""},
{"title": "DREAME D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control", "asin": "", "price": "$139.99", "quantity": ""},
{"title": "Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black", "asin": "", "price": "$119.99", "quantity": ""},
{"title": "Tipdiy Robot Vacuum and Mop Combo,4200Pa Powerful Robotic Vacuum Cleaner with Self-Charging, Home Automatic Robot Aspiradora for Hard Floor, Low Carpet, Pet Hair, App&Voice&Remote Smart Control", "asin": "", "price": "$139.99", "quantity": ""},
{"title": "Airzeen Robot Vacuum Cleaner with 4500Pa Strong Suction, 3 in 1 Robot Vacuum and Mop, Carpet Auto-Boost, Self-Charging, 2.9\u201dSlim Design, Remote/App/Alexa Control, Ideal for Pet Hair/Carpet/Hard Floor", "asin": "", "price": "$149.99", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor", "asin": "", "price": "$149.99", "quantity": ""},
{"title": "betboyles Robot Vacuum and Mop Combo, Robot Vacuum Cleaner, 6 Cleaning Modes, Large Capacity Water Tank Dustbin, Self-Charging, WiFi/App/Alexa, Ideal for Hard Floor, Carpet, Pet Hair", "asin": "", "price": "$89.99", "quantity": ""},
{"title": "10pcs HEPA Filters Replacement for ILIFE V3s V3s pro V5 V5s V5s Pro V5s Pro 2 V5s Plus Noisz S5 Robotic Vacuum Cleaner ILIFE V3s pro Filters ILIFE Robot Vacuum Filter", "asin": "", "price": "$9.80", "quantity": ""},
{"title": "Lubluelu 3 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W", "asin": "", "price": "$99.99", "quantity": ""},
{"title": "Giomre 3-in-1 Robot Vacuum and Mop Combo, Self Emptying Station for 60 Days, Robotic Vacuum Cleaner with LiDAR Navigation & Max Strong 5000Pa Suction, 2.4G WiFi/Alexa/App Control, Self-Charging Base", "asin": "", "price": "$269.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner - 2-in-1 Robot Vacuum and Mop Combo, 2500Pa Suction, Smart Navigation, Alexa & Google Assistant Compatible, Auto Recharge, Anti-Fall, Pet Hair Removal, Z-Shape Cleaning Mode", "asin": "", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum and Mop with 4000Pa Powerful Suction, 3 in 1 Robot Vacuum Cleaner with Self-Charging, APP/Alexa/Remote Control Robot Vacuum, Ideal for Pet Hair, Carpet, Hard Floor, Quiet, J10", "asin": "", "price": "$109.99", "quantity": ""},
{"title": "Laresar Clean Robot Vacuum and Mop Combo 4000Pa, Robot Vacuum Cleaner with Auto Carpet Boost, Self-Charging, App&Remote&Voice Control, Super-Slim, Ideal for Pet Hair", "asin": "", "price": "$123.49", "quantity": ""},
{"title": "BPMIO Robot Vacuum and Mop Combo, 5500Pa Strong Suction, LiDAR Navigation with Smart Mapping, 120-Min Runtime, Custom Cleaning Schedule, Alexa & WiFi/App Compatible, Ideal for Pet Hair & Hard Floors", "asin": "", "price": "$149.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:02:05.044Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:02:05.044Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:02:05.044Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 3058,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\", \"quantity\": \"1\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"roborock S8 Pro Ultra Robot Vacuum and Mop, Auto Drying, Auto Mop Washing, Self Emptying, Self Refilling, Liftable Dual Brush & Sonic Mop, 6000Pa Suction, Obstacle Avoidance(RockDock Ultra Series)\", \"asin\": \"B0BVB5PTDK\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair\", \"asin\": \"B09NM5GCQS\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"NARWAL Freo Z Ultra Robot Vacuum and Mop Combo, Dual RGB Cameras and Chips, AI Avoidance, 12000Pa Suction, Real-Time Decisions, Adaptive Hot-Water Self Wash & Self Emptying, Pet Hair, Quiet, White\", \"asin\": \"B0D7HHKVLK\", \"price\": \"$1,499.99\", \"quantity\": \"\"},\n{\"title\": \"NARWAL Freo Pro Robot Vacuum and Mop Combo, Tangle Free Robot Mop, 8500Pa Powerful Suction, Self-Emptying, Auto Mop Washing, Auto Drying, Obstacle Avoidance, Ideal for Pet Hair and Hard Floor\", \"asin\": \"B0DT3Z6XY6\", \"price\": \"$699.99\", \"quantity\": \"\"},\n{\"title\": \"roborock S8 Max Ultra Robot Vacuum and Mop, All-in-One Dock, PreciSense LiDAR Navigation, Smart Dirt Detection, Self-Emptying, 8000Pa Suction for Various Floors, 20mm Auto Lifting for Carpet, Black\", \"asin\": \"B0CTZYLMR9\", \"price\": \"$899.99\", \"quantity\": \"\"},\n{\"title\": \"Mova S10 Robot Vacuum Cleaner with 7000Pa Suction, 260 Mins Run Time, Liftable Brush, Self-Charging Robotic Vacuum Cleaner for Home, Pet Hair, Hard Floors, App & Voice Control\", \"asin\": \"B0DG2XXMVZ\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"roborock Q5 Pro Robot Vacuum and Mop Combo, 5500Pa Powerful Suction, DuoRoller Brush, LiDAR Navigation, 3D Mapping, Robotic Cleaner for Dirt, Floors, Pet Hair, 240min Runtime, Smart No-Go Zone, Black\", \"asin\": \"B0C7VLHMQR\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max+ Robot Vacuum and Mop, Self-Emptying, Hands-Free Cleaning for up to 7 Weeks, Reactive Tech Obstacle Avoidance, 5500 Pa Suction, DuoRoller Brush, APP-Controlled Mopping, White\", \"asin\": \"B0C7VH6VK1\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VFD9Q4\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo 2 in 1 Mopping Robot Vacuum Cleaner with Schedule WiFi/Alexa/App Smart Self-Charging Robotic Vacuum Ultra-Slim Quiet Tangle-Free Ideal for Hard Floor Pet Hair Carpet-650mL\", \"asin\": \"\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner with Strong Suction, Compatible with APP/Home Integration, Schedule, Long battery life, Tangle-free, Ideal for Pet hair and Low Pile carpets\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with 2000Pa Max Suction, Wi-Fi/App/Remote, Schedule, Self-Charging Slim Robotic Vacuum, Ideal for Pet Hair, Low-Pile Carpet, Hard Floor\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robotic Vacuum with Schedule, App/Bluetooth/Voice, Max Suction 3200Pa, Self-Charging Robot Vacuum Cleaner, Slim, Ideal for Pet Hair, Hard Floor, Carpet\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"dreame L10s Ultra Robot Vacuum and Mop Combo, Auto Mop Cleaning and Drying, Self-Refilling and Self-Emptying Base for 60 Days of Cleaning, 5300Pa Suction and AI Navigation, Compatible with Alexa\", \"asin\": \"\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Lefant Robot Vacuum Cleaner, Strong Suction, 120 Mins Runtime, Slim, Low Noise, Automatic Self-Charging, Wi-Fi/App/Alexa Control, Ideal for Pet Hair Hard Floor and Daily Cleaning, M210\", \"asin\": \"\", \"price\": \"$88.88\", \"quantity\": \"\"},\n{\"title\": \"eufy Robot Vacuum 11S MAX, Super Thin, Powerful Suction, Quiet, Self-Charging Robotic Vacuum Cleaner, Cleans Hard Floors to Medium-Pile Carpets, Black\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Novilla Queen Mattress, 10 Inch Queen Size Mattress in a Box, Gel Memory Foam Mattress for Comfort Sleep, Cooling Night Sleep & Pressure Relief, CertiPUR-US Certified\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"PSUK W7 Robot Vacuum and Mop Combo, Suction Port for Pet Hair, 2 in 1 Mopping Robotic Vacuum Cleaner with Watertank and Dustbin, Self-Charging, Slim, Max 120mins Runtime for Hard Floor (Black)\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, 2000Pa Max Suction, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Kokaidia Robot Vacuum and Mop Combo, LiDAR Navigation, 9000Pa Suction Robotic Vacuum Cleaner \\u2013 Ultra Slim Design, 200 Min Runtime, Auto Recharge, Customizable Cleaning for Pet Hair, Hard Floors\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ZC WAS Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner, Perfect for Pet Hair, Hard Floor and Carpet, Anti-Bump, Anti-Fall, App, Voice and Remote Control\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Peony\", \"asin\": \"\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Alpha Grillers Meat Thermometer Digital - Instant Read Food Thermometer for Cooking Grilling Air Fryer Griddle Probe Kitchen Gadgets Essentials BBQ Accessories Grill Gifts for Men Him Dad Fathers Day\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"JISULIFE Handheld Mini Fan, 3 IN 1 USB Rechargeable Portable Fan [12-19 Working Hours] with Power Bank, Flashlight, Pocket Design for Travel/Summer/Concerts/Lash, Gifts for Women (Pink)\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Vtopmart 25 PCS Clear Plastic Drawer Organizers Set, 4-Size Versatile Bathroom and Vanity Drawer Organizer Trays, Storage Bins for Makeup, Bedroom, Kitchen Gadgets Utensils and Office\", \"asin\": \"\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"Zulay Kitchen Powerful Milk Frother Wand With 2 Duracell Batteries - Ultra Fast Handheld Drink Mixer - Electric Whisk Foam Maker for Coffee, Lattes, Cappuccino, Matcha, Hot Chocolate & Creamer - Black\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Blue/Teal (Denim)\", \"asin\": \"\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Beckham Hotel Collection Bed Pillows Standard / Queen Size Set of 2 - Down Alternative Bedding Gel Cooling Pillow for Back, Stomach or Side Sleepers\", \"asin\": \"\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Cisily Black Sponge Holder for Kitchen Sink, Sink Caddy Organizer with High Brush Holder, Kitchen Countertop Organizers and Storage Essentials, Rustproof 304 Stainless Steel, Soap Dispenser Organize\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"LiBa Bathroom Shower Curtain Waterproof Plastic Shower Curtain Premium PEVA Non-Toxic with Rust Proof Grommets Clear 8G Bathroom Accessories 72x72\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Bedsure Satin Pillowcases, Similar to Silk Pillow Cases Queen Size Set of 2, Cooling Pillow Case for Hot Sleepers with Envelope Closure, Gifts for Women Men, Silver Grey, 20x30 Inches\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"HydroJug Traveler - 40 oz Water Bottle with Handle & Flip Straw - Fits in Cup Holder, Leak Resistant Tumbler-Reusable Insulated Stainless Steel & Rubber Base - Gifts for Women & Men, Pink Sand\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Queen Size 4 Piece Sheet Set - Comfy Breathable & Cooling Bed Sheets Set - Hotel Luxury Bedding for Women, Men, Kids & Teens - Deep Pockets, Easy Secure Fit, Soft and Wrinkle Free - Oeko-Tex - White\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Basket Coffee Filters for 8-12 Cup Coffee Makers, White, 200 Count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"TERRO Ant Killer Bait Stations T300B - Liquid Bait to Eliminate Ants - 12 Count Stations for Effective Indoor Ant Control\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"ILIFE A12 Pro Robot Vacuum and Mop Combo, Self Emptying Station for 60 Days, LiDAR Navigation, Home Mapping, No-Go Zones, 2.4G WiFi/App/Alexa/Remote Control, for Hard Floors, 110V\", \"asin\": \"\", \"price\": \"$219.99\", \"quantity\": \"\"},\n{\"title\": \"DREAME D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control\", \"asin\": \"\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Lefant M320 Robot Vacuum Cleaner, Carpet Detection, 6,000 Pa Suction, Low Noise, 800ml Visible Dustbin, 210 Mins Runtime, Self-Charging, Works with Alexa, Ideal for Hard Floor, Pet Hair, Black\", \"asin\": \"\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"Tipdiy Robot Vacuum and Mop Combo,4200Pa Powerful Robotic Vacuum Cleaner with Self-Charging, Home Automatic Robot Aspiradora for Hard Floor, Low Carpet, Pet Hair, App&Voice&Remote Smart Control\", \"asin\": \"\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Airzeen Robot Vacuum Cleaner with 4500Pa Strong Suction, 3 in 1 Robot Vacuum and Mop, Carpet Auto-Boost, Self-Charging, 2.9\\u201dSlim Design, Remote/App/Alexa Control, Ideal for Pet Hair/Carpet/Hard Floor\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"betboyles Robot Vacuum and Mop Combo, Robot Vacuum Cleaner, 6 Cleaning Modes, Large Capacity Water Tank Dustbin, Self-Charging, WiFi/App/Alexa, Ideal for Hard Floor, Carpet, Pet Hair\", \"asin\": \"\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"10pcs HEPA Filters Replacement for ILIFE V3s V3s pro V5 V5s V5s Pro V5s Pro 2 V5s Plus Noisz S5 Robotic Vacuum Cleaner ILIFE V3s pro Filters ILIFE Robot Vacuum Filter\", \"asin\": \"\", \"price\": \"$9.80\", \"quantity\": \"\"},\n{\"title\": \"Lubluelu 3 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Giomre 3-in-1 Robot Vacuum and Mop Combo, Self Emptying Station for 60 Days, Robotic Vacuum Cleaner with LiDAR Navigation & Max Strong 5000Pa Suction, 2.4G WiFi/Alexa/App Control, Self-Charging Base\", \"asin\": \"\", \"price\": \"$269.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner - 2-in-1 Robot Vacuum and Mop Combo, 2500Pa Suction, Smart Navigation, Alexa & Google Assistant Compatible, Auto Recharge, Anti-Fall, Pet Hair Removal, Z-Shape Cleaning Mode\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop with 4000Pa Powerful Suction, 3 in 1 Robot Vacuum Cleaner with Self-Charging, APP/Alexa/Remote Control Robot Vacuum, Ideal for Pet Hair, Carpet, Hard Floor, Quiet, J10\", \"asin\": \"\", \"price\": \"$109.99\", \"quantity\": \"\"},\n{\"title\": \"Laresar Clean Robot Vacuum and Mop Combo 4000Pa, Robot Vacuum Cleaner with Auto Carpet Boost, Self-Charging, App&Remote&Voice Control, Super-Slim, Ideal for Pet Hair\", \"asin\": \"\", \"price\": \"$123.49\", \"quantity\": \"\"},\n{\"title\": \"BPMIO Robot Vacuum and Mop Combo, 5500Pa Strong Suction, LiDAR Navigation with Smart Mapping, 120-Min Runtime, Custom Cleaning Schedule, Alexa & WiFi/App Compatible, Ideal for Pet Hair & Hard Floors\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:02:05.044Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:02:21.538Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:02:21.538Z
|
click_product
|
B0DR28SH5R
|
rule
|
train
| 3,059
|
2025-04-10T22:02:21.538Z
|
click_product
|
B0DR28SH5R
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.88", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1", "asin": "B093X8QQ12", "price": "$16.72", "quantity": ""},
{"title": "Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""},
{"title": "Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze", "asin": "B0BZWRLRLK", "price": "$54.99", "quantity": ""},
{"title": "Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct", "asin": "B00DYSUQR2", "price": "$10.14", "quantity": ""},
{"title": "Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes", "asin": "/promo/A3U2ECRGNFNEOX", "price": "$13.99", "quantity": ""},
{"title": "Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct", "asin": "B000NPYY04", "price": "$13.59", "quantity": ""},
{"title": "HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad", "asin": "B0BXSQB962", "price": "$16.99", "quantity": ""},
{"title": "Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)", "asin": "B08X1V868F", "price": "$9.99", "quantity": ""},
{"title": "Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count", "asin": "B0953XG36F", "price": "$9.83", "quantity": ""},
{"title": "BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush", "asin": "B0D222TLBR", "price": "$19.99", "quantity": ""}],
"active_items": [{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Blue"}]},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black+light Blue"}]},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black-blue"}]},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Gallon (90 Count)"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 16 - 21", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "One-Day FREE delivery Tomorrow, Apr 11", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$7.99", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:02:21.538Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:02:21.538Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DR28SH5R\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:02:21.538Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DR28SH5R\",}</answer>",
"index": 3059,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:02:21.538Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\", \"quantity\": \"1\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DR28SH5R\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\"},\n{\"price\": \"$129.99\"},\n{\"bullet_list\": \"Mopping and Vacuuming Machine: ZCWA BR151 Robot Vacuum and Mop is a new generation of vacuuming and mopping all-in-one robot, it becomes more efficient, more ways to operate,more sensors, More cleaning modes,longer service life, more adaptable to a variety of flooring environments, and smarter linkage, with which will greatly improve your quality of life and the convenience of life! Smart Home Appliance Linking Methods: ZCWA BR151 Vacuum Robot Cleaner and Mop adopts 3 operation methods: APP, remote control and voice assistant. You can control the Robotic Vacuums Cleaner through Tuya APP by connecting to your home 2.4GHz WIFI (APP only supports 2.4 GHz WiFi) or Bluetooth, or use the remote control to operate the robot vacuum in cleaning mode, you can also use Google Assistant, Amazon Alexa to operate it. you can adjust the operation mode according to your usage scenario! Intelligent Sensing Equipment: ZCWA BR151 Robotic Vacuums is equipped with 10 groups of sensors: 5 groups of Infrared sensor with infrared technology in the front, they are combined with the algorithms of the high-level platform of the GD32F330 chip can accurately identify the obstacles in front of the steering instruction operation.3 groups of ground probing fall prevention sensor, can timely detect the cliffs in front to react to avoid falling damage to the machine. 2 sets of anti-collision sensors can make timely anti-collision commands when there are pets or moving objects in front of the device. Intelligent Multi-cleaning Mode: ZCWA BR151 Robot Vacuum and Mop is factory set with 4 cleaning modes: 1. Auto Sweep 2. Corner and Edge Sweep 3. Spot Sweep 4. Zig-zag Sweep (APP operation).You can adjust different modes through APP and remote control, the whole house wide range of irregular cleaning is recommended to automatic cleaning mode, a place cleaning is recommended to spot cleaning mode, the corners of the walls are difficult to clean, you can try the corner cleaning mode, APP can realize the regular Zig-zag mode. Different modes can not only improve the cleaning efficiency, but also save power for the machine. Powerful Product Parameters: ZCWA BR151 Robot Vacuum and Mop adopts 4 motors to work, the rotation number is up to 5500rpm, the fan suction power is strong, and does not let go of any stains.Dust box capacity has 0.2L, and the water tank capacity has 0.23L.Noise control is below 65dB, and the sustained working time is in the range of 100-130minutes, and the power is too much to be used. When the power is too low, the self-charging returns to the charging seat for charging. The product is feature-rich! Package Contents: ZCWA BR151 Robot Vacuum and Mop, Remote Control with 2 x AAA Batteries, Charging Base, Power Adapter, 230ml Water Tank with Washable Mop, 220ml Dust Collector with High Efficiency Filter, 2 Side Brushes, Owner's Manual, FQA, Networking Guide. Professional customer service and 12 months after-sales service.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Blue\"}],\n\"promotion_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Sli...\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"V5 Robot Vacuum and Mop, Self-Emptying Robotic Vacuum Cleaner, 8500Pa Suction, Pet ...\", \"asin\": \"B0DT4KG4RD\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"roborock QV 35A Robot Vacuum and Mop, 8000Pa Suction, Upgraded from Qrevo S, Anti-Tangle Brushes, Smart Obstacle Avoidance, Auto Mop Washing, Self-Emptying & Refilling, 200RPM Spinning Mops, White\", \"asin\": \"B0DS5WV7V6\", \"price\": \"$499.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Lefant M210 Pro Robot Vacuum, Slim & Quiet, 3 Adjustable Suction Levels, 120 Min Runtime, Freemove 3.0, WiFi/App/Alexa, 6 Modes for Pet Hair, Hard Floors & Low Carpets, Self-Charging, Gray\", \"asin\": \"B0D73KRP4M\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Sli...\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"ZCWA\\u00a0Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\"},\n{\"title\": \"MAMNV\\u00a0Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, 2000Pa Max Suction, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet\", \"asin\": \"B0DCZNC2DP\", \"price\": \"$97.99\"},\n{\"title\": \"Kilgone\\u00a0Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\"},\n{\"title\": \"ZC WAS\\u00a0Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner, Perfect for Pet Hair, Hard Floor and Carpet, Anti-Bump, Anti-Fall, App, Voice and Remote Control\", \"asin\": \"B0CQLN9XHQ\", \"price\": \"$535.99\"},\n{\"title\": \"Kilgone\\u00a0Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\"},\n{\"title\": \"Pureatic\\u00a0V3 2 in 1 Robot Vacuum and Mop Combo\\uff0c5000Pa Suction, Works with 2.4G WiFi/Alexa/App/Remote Control, Schedule Cleaning, Automatic Self-Charging, Ideal for Pet Hair, Hard Floor and Carpet\", \"asin\": \"B0CYC6CS9D\", \"price\": \"$219.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:02:29.619Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:02:29.619Z
|
click
|
other
|
rule
|
train
| 3,060
|
2025-04-10T22:02:29.619Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.95", "quantity": "1"},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$3.59"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DR28SH5R"},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner"},
{"price": "$129.99"},
{"bullet_list": "Mopping and Vacuuming Machine: ZCWA BR151 Robot Vacuum and Mop is a new generation of vacuuming and mopping all-in-one robot, it becomes more efficient, more ways to operate,more sensors, More cleaning modes,longer service life, more adaptable to a variety of flooring environments, and smarter linkage, with which will greatly improve your quality of life and the convenience of life! Smart Home Appliance Linking Methods: ZCWA BR151 Vacuum Robot Cleaner and Mop adopts 3 operation methods: APP, remote control and voice assistant. You can control the Robotic Vacuums Cleaner through Tuya APP by connecting to your home 2.4GHz WIFI (APP only supports 2.4 GHz WiFi) or Bluetooth, or use the remote control to operate the robot vacuum in cleaning mode, you can also use Google Assistant, Amazon Alexa to operate it. you can adjust the operation mode according to your usage scenario! Intelligent Sensing Equipment: ZCWA BR151 Robotic Vacuums is equipped with 10 groups of sensors: 5 groups of Infrared sensor with infrared technology in the front, they are combined with the algorithms of the high-level platform of the GD32F330 chip can accurately identify the obstacles in front of the steering instruction operation.3 groups of ground probing fall prevention sensor, can timely detect the cliffs in front to react to avoid falling damage to the machine. 2 sets of anti-collision sensors can make timely anti-collision commands when there are pets or moving objects in front of the device. Intelligent Multi-cleaning Mode: ZCWA BR151 Robot Vacuum and Mop is factory set with 4 cleaning modes: 1. Auto Sweep 2. Corner and Edge Sweep 3. Spot Sweep 4. Zig-zag Sweep (APP operation).You can adjust different modes through APP and remote control, the whole house wide range of irregular cleaning is recommended to automatic cleaning mode, a place cleaning is recommended to spot cleaning mode, the corners of the walls are difficult to clean, you can try the corner cleaning mode, APP can realize the regular Zig-zag mode. Different modes can not only improve the cleaning efficiency, but also save power for the machine. Powerful Product Parameters: ZCWA BR151 Robot Vacuum and Mop adopts 4 motors to work, the rotation number is up to 5500rpm, the fan suction power is strong, and does not let go of any stains.Dust box capacity has 0.2L, and the water tank capacity has 0.23L.Noise control is below 65dB, and the sustained working time is in the range of 100-130minutes, and the power is too much to be used. When the power is too low, the self-charging returns to the charging seat for charging. The product is feature-rich! Package Contents: ZCWA BR151 Robot Vacuum and Mop, Remote Control with 2 x AAA Batteries, Charging Base, Power Adapter, 230ml Water Tank with Washable Mop, 220ml Dust Collector with High Efficiency Filter, 2 Side Brushes, Owner's Manual, FQA, Networking Guide. Professional customer service and 12 months after-sales service."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Blue"}],
"promotion_items": [{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.95", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Sli...", "asin": "B0DSJHQ7VZ", "price": "$149.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...", "asin": "B0D6V8W64C", "price": "$149.99", "quantity": ""},
{"title": "V5 Robot Vacuum and Mop, Self-Emptying Robotic Vacuum Cleaner, 8500Pa Suction, Pet ...", "asin": "B0DT4KG4RD", "price": "$549.99", "quantity": ""},
{"title": "roborock QV 35A Robot Vacuum and Mop, 8000Pa Suction, Upgraded from Qrevo S, Anti-Tangle Brushes, Smart Obstacle Avoidance, Auto Mop Washing, Self-Emptying & Refilling, 200RPM Spinning Mops, White", "asin": "B0DS5WV7V6", "price": "$499.99", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VBXHS8", "price": "$259.99", "quantity": ""},
{"title": "Lefant M210 Pro Robot Vacuum, Slim & Quiet, 3 Adjustable Suction Levels, 120 Min Runtime, Freemove 3.0, WiFi/App/Alexa, 6 Modes for Pet Hair, Hard Floors & Low Carpets, Self-Charging, Gray", "asin": "B0D73KRP4M", "price": "$209.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...", "asin": "B0DMDZDLN8", "price": "$139.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...", "asin": "B0DWFLKVN1", "price": "$129.99", "quantity": ""},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.95", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Sli...", "asin": "B0DSJHQ7VZ", "price": "$149.99", "quantity": ""}],
"comparison_items": [{"title": "ZCWA\u00a0Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99"},
{"title": "MAMNV\u00a0Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, 2000Pa Max Suction, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet", "asin": "B0DCZNC2DP", "price": "$97.99"},
{"title": "Kilgone\u00a0Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DSJHQ7VZ", "price": "$149.99"},
{"title": "ZC WAS\u00a0Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner, Perfect for Pet Hair, Hard Floor and Carpet, Anti-Bump, Anti-Fall, App, Voice and Remote Control", "asin": "B0CQLN9XHQ", "price": "$535.99"},
{"title": "Kilgone\u00a0Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49"},
{"title": "Pureatic\u00a0V3 2 in 1 Robot Vacuum and Mop Combo\uff0c5000Pa Suction, Works with 2.4G WiFi/Alexa/App/Remote Control, Schedule Cleaning, Automatic Self-Charging, Ideal for Pet Hair, Hard Floor and Carpet", "asin": "B0CYC6CS9D", "price": "$219.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:02:29.619Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:02:29.619Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:02:29.619Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 3060,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\", \"quantity\": \"1\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DR28SH5R\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\"},\n{\"price\": \"$129.99\"},\n{\"bullet_list\": \"Mopping and Vacuuming Machine: ZCWA BR151 Robot Vacuum and Mop is a new generation of vacuuming and mopping all-in-one robot, it becomes more efficient, more ways to operate,more sensors, More cleaning modes,longer service life, more adaptable to a variety of flooring environments, and smarter linkage, with which will greatly improve your quality of life and the convenience of life! Smart Home Appliance Linking Methods: ZCWA BR151 Vacuum Robot Cleaner and Mop adopts 3 operation methods: APP, remote control and voice assistant. You can control the Robotic Vacuums Cleaner through Tuya APP by connecting to your home 2.4GHz WIFI (APP only supports 2.4 GHz WiFi) or Bluetooth, or use the remote control to operate the robot vacuum in cleaning mode, you can also use Google Assistant, Amazon Alexa to operate it. you can adjust the operation mode according to your usage scenario! Intelligent Sensing Equipment: ZCWA BR151 Robotic Vacuums is equipped with 10 groups of sensors: 5 groups of Infrared sensor with infrared technology in the front, they are combined with the algorithms of the high-level platform of the GD32F330 chip can accurately identify the obstacles in front of the steering instruction operation.3 groups of ground probing fall prevention sensor, can timely detect the cliffs in front to react to avoid falling damage to the machine. 2 sets of anti-collision sensors can make timely anti-collision commands when there are pets or moving objects in front of the device. Intelligent Multi-cleaning Mode: ZCWA BR151 Robot Vacuum and Mop is factory set with 4 cleaning modes: 1. Auto Sweep 2. Corner and Edge Sweep 3. Spot Sweep 4. Zig-zag Sweep (APP operation).You can adjust different modes through APP and remote control, the whole house wide range of irregular cleaning is recommended to automatic cleaning mode, a place cleaning is recommended to spot cleaning mode, the corners of the walls are difficult to clean, you can try the corner cleaning mode, APP can realize the regular Zig-zag mode. Different modes can not only improve the cleaning efficiency, but also save power for the machine. Powerful Product Parameters: ZCWA BR151 Robot Vacuum and Mop adopts 4 motors to work, the rotation number is up to 5500rpm, the fan suction power is strong, and does not let go of any stains.Dust box capacity has 0.2L, and the water tank capacity has 0.23L.Noise control is below 65dB, and the sustained working time is in the range of 100-130minutes, and the power is too much to be used. When the power is too low, the self-charging returns to the charging seat for charging. The product is feature-rich! Package Contents: ZCWA BR151 Robot Vacuum and Mop, Remote Control with 2 x AAA Batteries, Charging Base, Power Adapter, 230ml Water Tank with Washable Mop, 220ml Dust Collector with High Efficiency Filter, 2 Side Brushes, Owner's Manual, FQA, Networking Guide. Professional customer service and 12 months after-sales service.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Blue\"}],\n\"promotion_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Sli...\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"V5 Robot Vacuum and Mop, Self-Emptying Robotic Vacuum Cleaner, 8500Pa Suction, Pet ...\", \"asin\": \"B0DT4KG4RD\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"roborock QV 35A Robot Vacuum and Mop, 8000Pa Suction, Upgraded from Qrevo S, Anti-Tangle Brushes, Smart Obstacle Avoidance, Auto Mop Washing, Self-Emptying & Refilling, 200RPM Spinning Mops, White\", \"asin\": \"B0DS5WV7V6\", \"price\": \"$499.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Lefant M210 Pro Robot Vacuum, Slim & Quiet, 3 Adjustable Suction Levels, 120 Min Runtime, Freemove 3.0, WiFi/App/Alexa, 6 Modes for Pet Hair, Hard Floors & Low Carpets, Self-Charging, Gray\", \"asin\": \"B0D73KRP4M\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Sli...\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"ZCWA\\u00a0Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\"},\n{\"title\": \"MAMNV\\u00a0Robot Vacuum and Mop Combo, 2 in 1 Mopping Robot Vacuum Cleaner with Schedule, Wi-Fi/App/Remote, 2000Pa Max Suction, Self-Charging Robotic Vacuum, Slim, Ideal for Hard Floor, Pet Hair, Low-Pile Carpet\", \"asin\": \"B0DCZNC2DP\", \"price\": \"$97.99\"},\n{\"title\": \"Kilgone\\u00a0Robot Vacuum and Mop Combo, WiFi/Alexa/App, Smart Robotic Vacuum Cleaner, Ultra-Slim & Quiet, Tangle-Free, Auto Recharge, Robot Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DSJHQ7VZ\", \"price\": \"$149.99\"},\n{\"title\": \"ZC WAS\\u00a0Robot Vacuum and Mop Combo, 2-in-1 Robot Vacuum Cleaner, Perfect for Pet Hair, Hard Floor and Carpet, Anti-Bump, Anti-Fall, App, Voice and Remote Control\", \"asin\": \"B0CQLN9XHQ\", \"price\": \"$535.99\"},\n{\"title\": \"Kilgone\\u00a0Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\"},\n{\"title\": \"Pureatic\\u00a0V3 2 in 1 Robot Vacuum and Mop Combo\\uff0c5000Pa Suction, Works with 2.4G WiFi/Alexa/App/Remote Control, Schedule Cleaning, Automatic Self-Charging, Ideal for Pet Hair, Hard Floor and Carpet\", \"asin\": \"B0CYC6CS9D\", \"price\": \"$219.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:02:29.619Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:02:48.246Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:02:48.246Z
|
click_product
|
B0DSHXT8FR
|
rule
|
train
| 3,061
|
2025-04-10T22:02:48.246Z
|
click_product
|
B0DSHXT8FR
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.88", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1", "asin": "B093X8QQ12", "price": "$16.72", "quantity": ""},
{"title": "Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""},
{"title": "Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze", "asin": "B0BZWRLRLK", "price": "$54.99", "quantity": ""},
{"title": "Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct", "asin": "B00DYSUQR2", "price": "$10.14", "quantity": ""},
{"title": "Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes", "asin": "/promo/A3U2ECRGNFNEOX", "price": "$13.99", "quantity": ""},
{"title": "Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct", "asin": "B000NPYY04", "price": "$13.59", "quantity": ""},
{"title": "HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad", "asin": "B0BXSQB962", "price": "$16.99", "quantity": ""},
{"title": "Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)", "asin": "B08X1V868F", "price": "$9.99", "quantity": ""},
{"title": "Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count", "asin": "B0953XG36F", "price": "$9.83", "quantity": ""},
{"title": "BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush", "asin": "B0D222TLBR", "price": "$19.99", "quantity": ""}],
"active_items": [{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Blue"}]},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black+light Blue"}]},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black-blue"}]},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Gallon (90 Count)"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 16 - 21", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "One-Day FREE delivery Tomorrow, Apr 11", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$7.99", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:02:48.246Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:02:48.246Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DSHXT8FR\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:02:48.246Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DSHXT8FR\",}</answer>",
"index": 3061,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:02:48.246Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\", \"quantity\": \"1\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DSHXT8FR\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\"},\n{\"price\": \"$199.95\"},\n{\"bullet_list\": \"\\u3010Sweep & Vacuum & Mop 3-in-1\\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \\u3010Max. 6000Pa Suction Power\\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \\u3010360\\u00b0LIDAR Navigation & Quick Mapping\\u3011Featuring advanced 360\\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \\u3010200-Min Runtime and Self-Recharge\\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \\u3010Smart APP & Voice Control\\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo 2 in 1 Mopping Robot Vacuum Cleaner with Schedule WiFi/A...\", \"asin\": \"B0DT9NSSW9\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair\", \"asin\": \"B09NM5GCQS\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NADALY\\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\"},\n{\"title\": \"DREAME\\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control\", \"asin\": \"B0D6VQK8KN\", \"price\": \"$139.99\"},\n{\"title\": \"MONSGA\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"B0DSJF3JLT\", \"price\": \"$359.99\"},\n{\"title\": \"Lubluelu\\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\"},\n{\"title\": \"Lefant\\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\\uff08U180\\uff09\", \"asin\": \"B08RDGTMQX\", \"price\": \"$115.99\"},\n{\"title\": \"Laresar Clean\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:03:15.959Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:03:15.959Z
|
click
|
review
|
rule
|
train
| 3,062
|
2025-04-10T22:03:15.959Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.95", "quantity": "1"},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$3.59"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DSHXT8FR"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor"},
{"price": "$199.95"},
{"bullet_list": "\u3010Sweep & Vacuum & Mop 3-in-1\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \u3010Max. 6000Pa Suction Power\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \u3010360\u00b0LIDAR Navigation & Quick Mapping\u3011Featuring advanced 360\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \u3010200-Min Runtime and Self-Recharge\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \u3010Smart APP & Voice Control\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VBXHS8", "price": "$259.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...", "asin": "B0D6V8W64C", "price": "$149.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo 2 in 1 Mopping Robot Vacuum Cleaner with Schedule WiFi/A...", "asin": "B0DT9NSSW9", "price": "$169.99", "quantity": ""},
{"title": "roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair", "asin": "B09NM5GCQS", "price": "$199.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor", "asin": "B0DFH49Y3H", "price": "$149.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...", "asin": "B0DWFLKVN1", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...", "asin": "B0DMDZDLN8", "price": "$139.99", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VBXHS8", "price": "$259.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...", "asin": "B0D6V8W64C", "price": "$149.99", "quantity": ""}],
"comparison_items": [{"title": "NADALY\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.95"},
{"title": "DREAME\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control", "asin": "B0D6VQK8KN", "price": "$139.99"},
{"title": "MONSGA\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets", "asin": "B0DSJF3JLT", "price": "$359.99"},
{"title": "Lubluelu\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W", "asin": "B0D93DWV61", "price": "$99.99"},
{"title": "Lefant\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\uff08U180\uff09", "asin": "B08RDGTMQX", "price": "$115.99"},
{"title": "Laresar Clean\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps", "asin": "B0D6V8W64C", "price": "$149.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:03:15.959Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:03:15.959Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:03:15.959Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 3062,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\", \"quantity\": \"1\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DSHXT8FR\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\"},\n{\"price\": \"$199.95\"},\n{\"bullet_list\": \"\\u3010Sweep & Vacuum & Mop 3-in-1\\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \\u3010Max. 6000Pa Suction Power\\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \\u3010360\\u00b0LIDAR Navigation & Quick Mapping\\u3011Featuring advanced 360\\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \\u3010200-Min Runtime and Self-Recharge\\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \\u3010Smart APP & Voice Control\\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo 2 in 1 Mopping Robot Vacuum Cleaner with Schedule WiFi/A...\", \"asin\": \"B0DT9NSSW9\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair\", \"asin\": \"B09NM5GCQS\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NADALY\\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\"},\n{\"title\": \"DREAME\\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control\", \"asin\": \"B0D6VQK8KN\", \"price\": \"$139.99\"},\n{\"title\": \"MONSGA\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"B0DSJF3JLT\", \"price\": \"$359.99\"},\n{\"title\": \"Lubluelu\\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\"},\n{\"title\": \"Lefant\\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\\uff08U180\\uff09\", \"asin\": \"B08RDGTMQX\", \"price\": \"$115.99\"},\n{\"title\": \"Laresar Clean\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:03:15.959Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\", \"quantity\": \"1\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DSHXT8FR\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\"},\n{\"price\": \"$199.95\"},\n{\"bullet_list\": \"\\u3010Sweep & Vacuum & Mop 3-in-1\\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \\u3010Max. 6000Pa Suction Power\\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \\u3010360\\u00b0LIDAR Navigation & Quick Mapping\\u3011Featuring advanced 360\\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \\u3010200-Min Runtime and Self-Recharge\\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \\u3010Smart APP & Voice Control\\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo 2 in 1 Mopping Robot Vacuum Cleaner with Schedule WiFi/A...\", \"asin\": \"B0DT9NSSW9\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair\", \"asin\": \"B09NM5GCQS\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NADALY\\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\"},\n{\"title\": \"DREAME\\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control\", \"asin\": \"B0D6VQK8KN\", \"price\": \"$139.99\"},\n{\"title\": \"MONSGA\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"B0DSJF3JLT\", \"price\": \"$359.99\"},\n{\"title\": \"Lubluelu\\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\"},\n{\"title\": \"Lefant\\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\\uff08U180\\uff09\", \"asin\": \"B08RDGTMQX\", \"price\": \"$115.99\"},\n{\"title\": \"Laresar Clean\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:03:23.521Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:03:23.521Z
|
click_product
|
B0D6V8W64C
|
rule
|
train
| 3,063
|
2025-04-10T22:03:23.521Z
|
click_product
|
B0D6V8W64C
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.95", "quantity": "1"},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$3.59"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DSHXT8FR"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor"},
{"price": "$199.95"},
{"bullet_list": "\u3010Sweep & Vacuum & Mop 3-in-1\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \u3010Max. 6000Pa Suction Power\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \u3010360\u00b0LIDAR Navigation & Quick Mapping\u3011Featuring advanced 360\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \u3010200-Min Runtime and Self-Recharge\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \u3010Smart APP & Voice Control\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VBXHS8", "price": "$259.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...", "asin": "B0D6V8W64C", "price": "$149.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo 2 in 1 Mopping Robot Vacuum Cleaner with Schedule WiFi/A...", "asin": "B0DT9NSSW9", "price": "$169.99", "quantity": ""},
{"title": "roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair", "asin": "B09NM5GCQS", "price": "$199.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor", "asin": "B0DFH49Y3H", "price": "$149.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...", "asin": "B0DWFLKVN1", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...", "asin": "B0DMDZDLN8", "price": "$139.99", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VBXHS8", "price": "$259.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...", "asin": "B0D6V8W64C", "price": "$149.99", "quantity": ""}],
"comparison_items": [{"title": "NADALY\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.95"},
{"title": "DREAME\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control", "asin": "B0D6VQK8KN", "price": "$139.99"},
{"title": "MONSGA\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets", "asin": "B0DSJF3JLT", "price": "$359.99"},
{"title": "Lubluelu\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W", "asin": "B0D93DWV61", "price": "$99.99"},
{"title": "Lefant\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\uff08U180\uff09", "asin": "B08RDGTMQX", "price": "$115.99"},
{"title": "Laresar Clean\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps", "asin": "B0D6V8W64C", "price": "$149.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:03:23.521Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:03:23.521Z\",\"action\": \"click_product\",\"acion_argument\": \"B0D6V8W64C\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:03:23.521Z\",\"action\": \"click_product\",\"acion_argument\": \"B0D6V8W64C\",}</answer>",
"index": 3063,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\", \"quantity\": \"1\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DSHXT8FR\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\"},\n{\"price\": \"$199.95\"},\n{\"bullet_list\": \"\\u3010Sweep & Vacuum & Mop 3-in-1\\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \\u3010Max. 6000Pa Suction Power\\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \\u3010360\\u00b0LIDAR Navigation & Quick Mapping\\u3011Featuring advanced 360\\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \\u3010200-Min Runtime and Self-Recharge\\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \\u3010Smart APP & Voice Control\\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo 2 in 1 Mopping Robot Vacuum Cleaner with Schedule WiFi/A...\", \"asin\": \"B0DT9NSSW9\", \"price\": \"$169.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q7 Max Robot Vacuum and Mop Combo, 30-Level Water Flow Control, 4200Pa Suction, PreciSense LiDAR Navigation, No-Go Zone, No-Mop Zone, App & Voice Control, Ideal for Pet Hair\", \"asin\": \"B09NM5GCQS\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NADALY\\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\"},\n{\"title\": \"DREAME\\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control\", \"asin\": \"B0D6VQK8KN\", \"price\": \"$139.99\"},\n{\"title\": \"MONSGA\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"B0DSJF3JLT\", \"price\": \"$359.99\"},\n{\"title\": \"Lubluelu\\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\"},\n{\"title\": \"Lefant\\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\\uff08U180\\uff09\", \"asin\": \"B08RDGTMQX\", \"price\": \"$115.99\"},\n{\"title\": \"Laresar Clean\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:03:23.521Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:03:39.758Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:03:39.758Z
|
click_product
|
B0DVBTQZYN
|
rule
|
train
| 3,064
|
2025-04-10T22:03:39.758Z
|
click_product
|
B0DVBTQZYN
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.88", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1", "asin": "B093X8QQ12", "price": "$16.72", "quantity": ""},
{"title": "Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""},
{"title": "Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze", "asin": "B0BZWRLRLK", "price": "$54.99", "quantity": ""},
{"title": "Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct", "asin": "B00DYSUQR2", "price": "$10.14", "quantity": ""},
{"title": "Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes", "asin": "/promo/A3U2ECRGNFNEOX", "price": "$13.99", "quantity": ""},
{"title": "Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct", "asin": "B000NPYY04", "price": "$13.59", "quantity": ""},
{"title": "HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad", "asin": "B0BXSQB962", "price": "$16.99", "quantity": ""},
{"title": "Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)", "asin": "B08X1V868F", "price": "$9.99", "quantity": ""},
{"title": "Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count", "asin": "B0953XG36F", "price": "$9.83", "quantity": ""},
{"title": "BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush", "asin": "B0D222TLBR", "price": "$19.99", "quantity": ""}],
"active_items": [{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Blue"}]},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black+light Blue"}]},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black-blue"}]},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Gallon (90 Count)"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 16 - 21", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "One-Day FREE delivery Tomorrow, Apr 11", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$7.99", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:03:39.758Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:03:39.758Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DVBTQZYN\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:03:39.758Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DVBTQZYN\",}</answer>",
"index": 3064,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:03:39.758Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:03:57.421Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:03:57.421Z
|
click_product
|
B0CRYWLZ56
|
rule
|
train
| 3,065
|
2025-04-10T22:03:57.421Z
|
click_product
|
B0CRYWLZ56
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
{"timestamp": "2025-04-10T22:03:39.758Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.88", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1", "asin": "B093X8QQ12", "price": "$16.72", "quantity": ""},
{"title": "Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""},
{"title": "Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze", "asin": "B0BZWRLRLK", "price": "$54.99", "quantity": ""},
{"title": "Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct", "asin": "B00DYSUQR2", "price": "$10.14", "quantity": ""},
{"title": "Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes", "asin": "/promo/A3U2ECRGNFNEOX", "price": "$13.99", "quantity": ""},
{"title": "Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct", "asin": "B000NPYY04", "price": "$13.59", "quantity": ""},
{"title": "HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad", "asin": "B0BXSQB962", "price": "$16.99", "quantity": ""},
{"title": "Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)", "asin": "B08X1V868F", "price": "$9.99", "quantity": ""},
{"title": "Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count", "asin": "B0953XG36F", "price": "$9.83", "quantity": ""},
{"title": "BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush", "asin": "B0D222TLBR", "price": "$19.99", "quantity": ""}],
"active_items": [{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Blue"}]},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black+light Blue"}]},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black-blue"}]},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Gallon (90 Count)"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 16 - 21", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "One-Day FREE delivery Tomorrow, Apr 11", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$7.99", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:03:57.421Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:03:57.421Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CRYWLZ56\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:03:57.421Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CRYWLZ56\",}</answer>",
"index": 3065,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:03:57.421Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:04:10.725Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:04:10.725Z
|
click_product
|
B0DSHXT8FR
|
rule
|
train
| 3,066
|
2025-04-10T22:04:10.725Z
|
click_product
|
B0DSHXT8FR
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
{"timestamp": "2025-04-10T22:03:39.758Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:03:57.421Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.88", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1", "asin": "B093X8QQ12", "price": "$16.72", "quantity": ""},
{"title": "Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""},
{"title": "Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze", "asin": "B0BZWRLRLK", "price": "$54.99", "quantity": ""},
{"title": "Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct", "asin": "B00DYSUQR2", "price": "$10.14", "quantity": ""},
{"title": "Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes", "asin": "/promo/A3U2ECRGNFNEOX", "price": "$13.99", "quantity": ""},
{"title": "Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct", "asin": "B000NPYY04", "price": "$13.59", "quantity": ""},
{"title": "HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad", "asin": "B0BXSQB962", "price": "$16.99", "quantity": ""},
{"title": "Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)", "asin": "B08X1V868F", "price": "$9.99", "quantity": ""},
{"title": "Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count", "asin": "B0953XG36F", "price": "$9.83", "quantity": ""},
{"title": "BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush", "asin": "B0D222TLBR", "price": "$19.99", "quantity": ""}],
"active_items": [{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Blue"}]},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black+light Blue"}]},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black-blue"}]},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Gallon (90 Count)"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 16 - 21", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "One-Day FREE delivery Tomorrow, Apr 11", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$7.99", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:04:10.725Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:04:10.725Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DSHXT8FR\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:04:10.725Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DSHXT8FR\",}</answer>",
"index": 3066,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:04:10.725Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\", \"quantity\": \"1\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DSHXT8FR\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\"},\n{\"price\": \"$199.95\"},\n{\"bullet_list\": \"\\u3010Sweep & Vacuum & Mop 3-in-1\\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \\u3010Max. 6000Pa Suction Power\\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \\u3010360\\u00b0LIDAR Navigation & Quick Mapping\\u3011Featuring advanced 360\\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \\u3010200-Min Runtime and Self-Recharge\\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \\u3010Smart APP & Voice Control\\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NADALY\\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\"},\n{\"title\": \"DREAME\\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control\", \"asin\": \"B0D6VQK8KN\", \"price\": \"$139.99\"},\n{\"title\": \"MONSGA\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"B0DSJF3JLT\", \"price\": \"$359.99\"},\n{\"title\": \"Lubluelu\\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\"},\n{\"title\": \"Lefant\\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\\uff08U180\\uff09\", \"asin\": \"B08RDGTMQX\", \"price\": \"$115.99\"},\n{\"title\": \"Laresar Clean\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:04:43.245Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:04:43.245Z
|
click
|
review
|
rule
|
train
| 3,067
|
2025-04-10T22:04:43.245Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
{"timestamp": "2025-04-10T22:03:39.758Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:03:57.421Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-10T22:04:10.725Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.95", "quantity": "1"},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$3.59"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DSHXT8FR"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor"},
{"price": "$199.95"},
{"bullet_list": "\u3010Sweep & Vacuum & Mop 3-in-1\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \u3010Max. 6000Pa Suction Power\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \u3010360\u00b0LIDAR Navigation & Quick Mapping\u3011Featuring advanced 360\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \u3010200-Min Runtime and Self-Recharge\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \u3010Smart APP & Voice Control\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...", "asin": "B0D6V8W64C", "price": "$149.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VBXHS8", "price": "$259.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...", "asin": "B0DMDZDLN8", "price": "$139.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...", "asin": "B0DWFLKVN1", "price": "$129.99", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VBXHS8", "price": "$259.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...", "asin": "B0DWFLKVN1", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...", "asin": "B0DMDZDLN8", "price": "$139.99", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor", "asin": "B0DFH49Y3H", "price": "$149.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...", "asin": "B0D6V8W64C", "price": "$149.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""}],
"comparison_items": [{"title": "NADALY\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.95"},
{"title": "DREAME\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control", "asin": "B0D6VQK8KN", "price": "$139.99"},
{"title": "MONSGA\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets", "asin": "B0DSJF3JLT", "price": "$359.99"},
{"title": "Lubluelu\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W", "asin": "B0D93DWV61", "price": "$99.99"},
{"title": "Lefant\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\uff08U180\uff09", "asin": "B08RDGTMQX", "price": "$115.99"},
{"title": "Laresar Clean\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps", "asin": "B0D6V8W64C", "price": "$149.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:04:43.245Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:04:43.245Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:04:43.245Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 3067,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\", \"quantity\": \"1\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DSHXT8FR\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\"},\n{\"price\": \"$199.95\"},\n{\"bullet_list\": \"\\u3010Sweep & Vacuum & Mop 3-in-1\\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \\u3010Max. 6000Pa Suction Power\\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \\u3010360\\u00b0LIDAR Navigation & Quick Mapping\\u3011Featuring advanced 360\\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \\u3010200-Min Runtime and Self-Recharge\\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \\u3010Smart APP & Voice Control\\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NADALY\\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\"},\n{\"title\": \"DREAME\\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control\", \"asin\": \"B0D6VQK8KN\", \"price\": \"$139.99\"},\n{\"title\": \"MONSGA\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"B0DSJF3JLT\", \"price\": \"$359.99\"},\n{\"title\": \"Lubluelu\\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\"},\n{\"title\": \"Lefant\\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\\uff08U180\\uff09\", \"asin\": \"B08RDGTMQX\", \"price\": \"$115.99\"},\n{\"title\": \"Laresar Clean\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:04:43.245Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\", \"quantity\": \"1\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DSHXT8FR\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\"},\n{\"price\": \"$199.95\"},\n{\"bullet_list\": \"\\u3010Sweep & Vacuum & Mop 3-in-1\\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \\u3010Max. 6000Pa Suction Power\\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \\u3010360\\u00b0LIDAR Navigation & Quick Mapping\\u3011Featuring advanced 360\\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \\u3010200-Min Runtime and Self-Recharge\\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \\u3010Smart APP & Voice Control\\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NADALY\\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\"},\n{\"title\": \"DREAME\\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control\", \"asin\": \"B0D6VQK8KN\", \"price\": \"$139.99\"},\n{\"title\": \"MONSGA\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"B0DSJF3JLT\", \"price\": \"$359.99\"},\n{\"title\": \"Lubluelu\\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\"},\n{\"title\": \"Lefant\\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\\uff08U180\\uff09\", \"asin\": \"B08RDGTMQX\", \"price\": \"$115.99\"},\n{\"title\": \"Laresar Clean\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:04:59.155Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:04:59.155Z
|
click
|
cart_side_bar
|
rule
|
train
| 3,068
|
2025-04-10T22:04:59.155Z
|
click
|
cart_side_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
{"timestamp": "2025-04-10T22:03:39.758Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:03:57.421Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-10T22:04:10.725Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:04:43.245Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.95", "quantity": "1"},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$129.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$3.59"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DSHXT8FR"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor"},
{"price": "$199.95"},
{"bullet_list": "\u3010Sweep & Vacuum & Mop 3-in-1\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \u3010Max. 6000Pa Suction Power\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \u3010360\u00b0LIDAR Navigation & Quick Mapping\u3011Featuring advanced 360\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \u3010200-Min Runtime and Self-Recharge\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \u3010Smart APP & Voice Control\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$119.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...", "asin": "B0D6V8W64C", "price": "$149.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VBXHS8", "price": "$259.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...", "asin": "B0DMDZDLN8", "price": "$139.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...", "asin": "B0DWFLKVN1", "price": "$129.99", "quantity": ""},
{"title": "roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair", "asin": "B0C7VBXHS8", "price": "$259.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...", "asin": "B0DWFLKVN1", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...", "asin": "B0DMDZDLN8", "price": "$139.99", "quantity": ""},
{"title": "Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor", "asin": "B0DFH49Y3H", "price": "$149.99", "quantity": ""},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$129.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...", "asin": "B0D6V8W64C", "price": "$149.99", "quantity": ""},
{"title": "Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...", "asin": "B0DVBTQZYN", "price": "$154.49", "quantity": ""}],
"comparison_items": [{"title": "NADALY\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.95"},
{"title": "DREAME\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control", "asin": "B0D6VQK8KN", "price": "$139.99"},
{"title": "MONSGA\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets", "asin": "B0DSJF3JLT", "price": "$359.99"},
{"title": "Lubluelu\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W", "asin": "B0D93DWV61", "price": "$99.99"},
{"title": "Lefant\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\uff08U180\uff09", "asin": "B08RDGTMQX", "price": "$115.99"},
{"title": "Laresar Clean\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps", "asin": "B0D6V8W64C", "price": "$149.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:04:59.155Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:04:59.155Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:04:59.155Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 3068,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\", \"quantity\": \"1\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$129.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$3.59\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DSHXT8FR\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\"},\n{\"price\": \"$199.95\"},\n{\"bullet_list\": \"\\u3010Sweep & Vacuum & Mop 3-in-1\\u3011Combining 250 ml dustbin and 310 ml water tank, the D200 robot vacuum cleaner sweeps, vacuums and mops in one go, effortlessly handling the cleaning of your entire home. With 4 suction modes & 3 mop water levels, you can choose your level of clean \\u3010Max. 6000Pa Suction Power\\u3011Featuring an anti-tangle roller brush and 6000 Pa suction, the robotic vacuum cleaner effectively make dust and dirt disappear from hardwood, tile and carpet. It delivers deeper cleaning on carpets thanks to the Auto Suction Boost Technology, while the clog-resistant airflow channel prevents pet hair from tangling \\u3010360\\u00b0LIDAR Navigation & Quick Mapping\\u3011Featuring advanced 360\\u00b0 precision LiDAR navigation system, D200 robot vacuum and mop combo quickly scans and finds the optimal cleaning route to create accurate maps for your daily cleaning, and a full set of sensors help it intelligently recognize and avoid white walls, stairs and obstacles \\u3010200-Min Runtime and Self-Recharge\\u3011With 2600mAh battery, the automatic vacuum robot provides up to 200 minutes of non-stop cleaning over 2500 sqft on a single charge, and automatically returns to recharge when the battery is low or finished cleaning. Note: The higher the suction level used, the shorter the running time. \\u3010Smart APP & Voice Control\\u3011Easy to set up your cleaning schedule through the Smart-Life APP. You can easily control the cleaning direction, mode switching, suction adjustment and select many other functions to meet your different needs. It is also compatible with Google Assistant and Alexa for voice commands. Note: D200 vacuum mop robot only supports 2.4G WiFi You can find the D200 robot vacuum and mop accessories by searching B0DSVT1TMR or B0DSVTRWPZ\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"roborock Q8 Max Robot Vacuum and Mop Cleaner, DuoRoller Brush, 5500Pa Strong Suction, Lidar Navigation, Obstacle Avoidance, Multi-Level Mapping, Perfect for Pet Hair\", \"asin\": \"B0C7VBXHS8\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner with 3000Pa Cyclone Suction, APP/Voice/Remote Control, Automat...\", \"asin\": \"B0DWFLKVN1\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum Cleaner Robot Vacuum and Mop Combo with 4000Pa Suction, Personalized C...\", \"asin\": \"B0DMDZDLN8\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Tikom Robot Vacuum and Mop with LiDAR Navigation L9000, 4000Pa Robotic Vacuum Cleaner, 150Min Max, Smart Mapping, Good for Pet Hair, Carpet, Hard Floor\", \"asin\": \"B0DFH49Y3H\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in...\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Th...\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$154.49\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"NADALY\\u00a0D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.95\"},\n{\"title\": \"DREAME\\u00a0D9 Max Gen 2 Robot Vacuum and Mop Combo, LDS Navigation, 6000Pa Strong Suction Power, 240mins Runtime, 2-in-1 Sweep and Mop, WiFi, APP, Voice Control\", \"asin\": \"B0D6VQK8KN\", \"price\": \"$139.99\"},\n{\"title\": \"MONSGA\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robotic Vacuum with 3.5L Self Emptying Station, Lidar Navigation Robot Vacuum Cleaner, 180mins Runtime, APP/Remote/Voice Control, for Hard Floors and Carpets\", \"asin\": \"B0DSJF3JLT\", \"price\": \"$359.99\"},\n{\"title\": \"Lubluelu\\u00a03 in 1 Robot Vacuum and Mop Combo,4500Pa Robot Vacuum with Mapping,LiDAR Navigation,5 Maps,24 No-Go Zones, WiFi/App/Alexa,Self-Charging,Vacuum Robot for Pet Hair,Carpet,Hard Floor,SL68W\", \"asin\": \"B0D93DWV61\", \"price\": \"$99.99\"},\n{\"title\": \"Lefant\\u00a0Robot Vacuum and Mop, Robotic Vacuum Cleaner with 3200Pa Suction, Smart Navigation, 150 Mins Runtime, Works with Alexa and Google Assistant, Self-Charging, Ideal for Pet Hair,Floor,Carpet\\uff08U180\\uff09\", \"asin\": \"B08RDGTMQX\", \"price\": \"$115.99\"},\n{\"title\": \"Laresar Clean\\u00a0Robot Vacuum and Mop Combo, 5000Pa Robot Vacuum Cleaner with LIDAR Navigation, 3 in 1 Robot Vacuum Mop with Auto Carpet Boost, Self Charging, App/Voice Control, Ideal for Pet Hair,5 Maps\", \"asin\": \"B0D6V8W64C\", \"price\": \"$149.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:04:59.155Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:05:02.300Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:05:02.300Z
|
click
|
cart_page_select
|
rule
|
train
| 3,069
|
2025-04-10T22:05:02.300Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
{"timestamp": "2025-04-10T22:03:39.758Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:03:57.421Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-10T22:04:10.725Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:04:43.245Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:04:59.155Z", "action": "click", "action_argument": "cart_side_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.88", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1", "asin": "B093X8QQ12", "price": "$16.72", "quantity": ""},
{"title": "Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""},
{"title": "Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze", "asin": "B0BZWRLRLK", "price": "$54.99", "quantity": ""},
{"title": "Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct", "asin": "B00DYSUQR2", "price": "$10.14", "quantity": ""},
{"title": "Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes", "asin": "/promo/A3U2ECRGNFNEOX", "price": "$13.99", "quantity": ""},
{"title": "Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct", "asin": "B000NPYY04", "price": "$13.59", "quantity": ""},
{"title": "HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad", "asin": "B0BXSQB962", "price": "$16.99", "quantity": ""},
{"title": "Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)", "asin": "B08X1V868F", "price": "$9.99", "quantity": ""},
{"title": "Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count", "asin": "B0953XG36F", "price": "$9.83", "quantity": ""},
{"title": "BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush", "asin": "B0D222TLBR", "price": "$19.99", "quantity": ""}],
"active_items": [{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Blue"}]},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black+light Blue"}]},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black-blue"}]},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Gallon (90 Count)"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 16 - 21", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "One-Day FREE delivery Tomorrow, Apr 11", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$7.99", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:05:02.300Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:05:02.300Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:05:02.300Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 3069,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:05:02.300Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:05:02.314Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:05:02.314Z
|
click
|
cart_page_select
|
rule
|
train
| 3,070
|
2025-04-10T22:05:02.314Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
{"timestamp": "2025-04-10T22:03:39.758Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:03:57.421Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-10T22:04:10.725Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:04:43.245Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:04:59.155Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:05:02.300Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.88", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1", "asin": "B093X8QQ12", "price": "$16.72", "quantity": ""},
{"title": "Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""},
{"title": "Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze", "asin": "B0BZWRLRLK", "price": "$54.99", "quantity": ""},
{"title": "Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct", "asin": "B00DYSUQR2", "price": "$10.14", "quantity": ""},
{"title": "Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes", "asin": "/promo/A3U2ECRGNFNEOX", "price": "$13.99", "quantity": ""},
{"title": "Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct", "asin": "B000NPYY04", "price": "$13.59", "quantity": ""},
{"title": "HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad", "asin": "B0BXSQB962", "price": "$16.99", "quantity": ""},
{"title": "Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)", "asin": "B08X1V868F", "price": "$9.99", "quantity": ""},
{"title": "Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count", "asin": "B0953XG36F", "price": "$9.83", "quantity": ""},
{"title": "BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush", "asin": "B0D222TLBR", "price": "$19.99", "quantity": ""}],
"active_items": [{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Blue"}]},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black+light Blue"}]},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black-blue"}]},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Gallon (90 Count)"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 16 - 21", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "One-Day FREE delivery Tomorrow, Apr 11", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$7.99", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:05:02.314Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:05:02.314Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:05:02.314Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 3070,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:05:02.314Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:05:05.214Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:05:05.214Z
|
click
|
cart_page_select
|
rule
|
train
| 3,071
|
2025-04-10T22:05:05.214Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
{"timestamp": "2025-04-10T22:03:39.758Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:03:57.421Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-10T22:04:10.725Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:04:43.245Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:04:59.155Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:05:02.300Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:02.314Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.88", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1", "asin": "B093X8QQ12", "price": "$16.72", "quantity": ""},
{"title": "Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""},
{"title": "Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze", "asin": "B0BZWRLRLK", "price": "$54.99", "quantity": ""},
{"title": "Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct", "asin": "B00DYSUQR2", "price": "$10.14", "quantity": ""},
{"title": "Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes", "asin": "/promo/A3U2ECRGNFNEOX", "price": "$13.99", "quantity": ""},
{"title": "Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct", "asin": "B000NPYY04", "price": "$13.59", "quantity": ""},
{"title": "HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad", "asin": "B0BXSQB962", "price": "$16.99", "quantity": ""},
{"title": "Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)", "asin": "B08X1V868F", "price": "$9.99", "quantity": ""},
{"title": "Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count", "asin": "B0953XG36F", "price": "$9.83", "quantity": ""},
{"title": "BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush", "asin": "B0D222TLBR", "price": "$19.99", "quantity": ""}],
"active_items": [{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black+light Blue"}]},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black-blue"}]},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Gallon (90 Count)"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 16 - 21", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "One-Day FREE delivery Tomorrow, Apr 11", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$7.99", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:05:05.214Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:05:05.214Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:05:05.214Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 3071,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:05:05.214Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:05:05.236Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:05:05.236Z
|
click
|
cart_page_select
|
rule
|
train
| 3,072
|
2025-04-10T22:05:05.236Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
{"timestamp": "2025-04-10T22:03:39.758Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:03:57.421Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-10T22:04:10.725Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:04:43.245Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:04:59.155Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:05:02.300Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:02.314Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.214Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.88", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1", "asin": "B093X8QQ12", "price": "$16.72", "quantity": ""},
{"title": "Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""},
{"title": "Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze", "asin": "B0BZWRLRLK", "price": "$54.99", "quantity": ""},
{"title": "Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct", "asin": "B00DYSUQR2", "price": "$10.14", "quantity": ""},
{"title": "Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes", "asin": "/promo/A3U2ECRGNFNEOX", "price": "$13.99", "quantity": ""},
{"title": "Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct", "asin": "B000NPYY04", "price": "$13.59", "quantity": ""},
{"title": "HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad", "asin": "B0BXSQB962", "price": "$16.99", "quantity": ""},
{"title": "Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)", "asin": "B08X1V868F", "price": "$9.99", "quantity": ""},
{"title": "Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count", "asin": "B0953XG36F", "price": "$9.83", "quantity": ""},
{"title": "BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush", "asin": "B0D222TLBR", "price": "$19.99", "quantity": ""}],
"active_items": [{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black+light Blue"}]},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black-blue"}]},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Gallon (90 Count)"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 16 - 21", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "One-Day FREE delivery Tomorrow, Apr 11", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$7.99", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:05:05.236Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:05:05.236Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:05:05.236Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 3072,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:05:05.236Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:05:10.722Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:05:10.722Z
|
purchase
|
B0DSHXT8FR
|
rule
|
train
| 3,073
|
2025-04-10T22:05:10.722Z
|
purchase
|
B0DSHXT8FR
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T06:13:28.638Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:05.019Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:05.856Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:06.585Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:14:10.559Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:16.130Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:16.150Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.117Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:18.137Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:14:40.144Z", "action": "input", "action_argument": "oyster"}
{"timestamp": "2025-04-06T06:14:40.412Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:46.266Z", "action": "input", "action_argument": "oyster knife"}
{"timestamp": "2025-04-06T06:14:46.511Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:14:52.486Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:14:55.352Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:20.390Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:15:30.068Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:15:39.508Z", "action": "input", "action_argument": "reusable fre"}
{"timestamp": "2025-04-06T06:15:39.638Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:16:17.014Z", "action": "click_product", "action_argument": "B09WMDJMJC"}
{"timestamp": "2025-04-06T06:16:23.622Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:23.664Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:16:48.986Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:17:00.880Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:02.883Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:04.283Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:17.347Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:18.619Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T06:17:43.207Z", "action": "input", "action_argument": "robot "}
{"timestamp": "2025-04-06T06:17:43.330Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T06:17:44.647Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:48.462Z", "action": "input", "action_argument": "robot vacuum and mop with map feature"}
{"timestamp": "2025-04-06T06:17:48.771Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T06:17:59.618Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:18:05.971Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:06.013Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T06:18:44.844Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T06:18:55.659Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:05.571Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T06:19:10.473Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T06:19:47.785Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:23.066Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T06:20:30.627Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:30.644Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T06:20:40.220Z", "action": "purchase", "action_argument": "B000052XFC, B0DHHCQ6W8"}
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
{"timestamp": "2025-04-10T22:03:39.758Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:03:57.421Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-10T22:04:10.725Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:04:43.245Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:04:59.155Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:05:02.300Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:02.314Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.214Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.236Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)", "asin": "B095PQ6SX7", "price": "$6.96", "quantity": ""},
{"title": "AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels", "asin": "B004RR1FF6", "price": "$12.07", "quantity": ""},
{"title": "Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct", "asin": "B009SZXM4E", "price": "$8.88", "quantity": ""},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": ""},
{"title": "Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1", "asin": "B093X8QQ12", "price": "$16.72", "quantity": ""},
{"title": "Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal", "asin": "B09B8V1LZ3", "price": "$49.99", "quantity": ""},
{"title": "Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze", "asin": "B0BZWRLRLK", "price": "$54.99", "quantity": ""},
{"title": "Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct", "asin": "B00DYSUQR2", "price": "$10.14", "quantity": ""},
{"title": "Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes", "asin": "/promo/A3U2ECRGNFNEOX", "price": "$13.99", "quantity": ""},
{"title": "Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct", "asin": "B000NPYY04", "price": "$13.59", "quantity": ""},
{"title": "HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad", "asin": "B0BXSQB962", "price": "$16.99", "quantity": ""},
{"title": "Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)", "asin": "B08X1V868F", "price": "$9.99", "quantity": ""},
{"title": "Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count", "asin": "B0953XG36F", "price": "$9.83", "quantity": ""},
{"title": "BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush", "asin": "B0D222TLBR", "price": "$19.99", "quantity": ""}],
"active_items": [{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "delivery": "FREE delivery Sun, Apr 13 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black+light Blue"}]},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Black-blue"}]},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "delivery": "One-Day FREE delivery Tomorrow, Apr 11 FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Blue"}]},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "delivery": "Same-Day FREE delivery Today 5\u202fPM - 10\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "Gallon (90 Count)"}]},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "delivery": "$2.99 delivery Apr 16 - 21", "quantity": "1", "selected": false, "options": [{"Color": "California Irvine Anteaters"}]},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "delivery": "One-Day FREE delivery Tomorrow, Apr 11", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Unflavored"}, {"Size": "200 Count"}]}],
"saved_items": [{"title": "VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105", "asin": "B0DGPVLWRX", "price": "$49.99", "options": [{"Style": "Snow Chains"}, {"Size": "Series 232105"}]},
{"asin": "B0DGPVLWRX", "options": []},
{"title": "Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)", "asin": "B0CXT6L9H5", "options": [{"Flavor Name": "Ceremonial Daily"}, {"Size": "1.06 ounce / 30 grams"}]},
{"title": "Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm", "asin": "B07MYY34Q1", "options": []},
{"title": "ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\u00b0 Nozzle, Auto Shut-Off, Filterless, Black", "asin": "B0B9MCCY1K", "options": [{"Color": "2.0L Standard Humidifier"}]},
{"asin": "B0B9MCCY1K", "options": []},
{"title": "NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves", "asin": "B0CJ4LZRQT", "options": []},
{"title": "findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection", "asin": "B07MW2R64Z", "options": [{"Color": "A1-white Silver Vlt 10%"}]},
{"title": "Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz", "asin": "B00D12KGVW", "options": []},
{"title": "Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)", "asin": "B0B6PLG6G2", "options": [{"Size": "8\"Square"}, {"Number of Items": "125"}]},
{"title": "Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)", "asin": "B08CZDYNF7", "price": "$7.99", "options": [{"Color": "Silver"}]},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink", "asin": "B0BBLJBWTH", "options": [{"Color": "Medium-Pink"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:05:10.722Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:05:10.722Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DSHXT8FR\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:05:10.722Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DSHXT8FR\",}</answer>",
"index": 3073,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T06:13:28.638Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:05.019Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:05.856Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:06.585Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:14:10.559Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:16.130Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:16.150Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.117Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:18.137Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:14:40.144Z\", \"action\": \"input\", \"action_argument\": \"oyster\"}\n{\"timestamp\": \"2025-04-06T06:14:40.412Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:46.266Z\", \"action\": \"input\", \"action_argument\": \"oyster knife\"}\n{\"timestamp\": \"2025-04-06T06:14:46.511Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:14:52.486Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:14:55.352Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:20.390Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:30.068Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:15:39.508Z\", \"action\": \"input\", \"action_argument\": \"reusable fre\"}\n{\"timestamp\": \"2025-04-06T06:15:39.638Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:16:17.014Z\", \"action\": \"click_product\", \"action_argument\": \"B09WMDJMJC\"}\n{\"timestamp\": \"2025-04-06T06:16:23.622Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:23.664Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:16:48.986Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:17:00.880Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:02.883Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:04.283Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:17.347Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:18.619Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T06:17:43.207Z\", \"action\": \"input\", \"action_argument\": \"robot \"}\n{\"timestamp\": \"2025-04-06T06:17:43.330Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T06:17:44.647Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:48.462Z\", \"action\": \"input\", \"action_argument\": \"robot vacuum and mop with map feature\"}\n{\"timestamp\": \"2025-04-06T06:17:48.771Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T06:17:59.618Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:18:05.971Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:06.013Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T06:18:44.844Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T06:18:55.659Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:05.571Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T06:19:10.473Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T06:19:47.785Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:23.066Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T06:20:30.627Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:30.644Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T06:20:40.220Z\", \"action\": \"purchase\", \"action_argument\": \"B000052XFC, B0DHHCQ6W8\"}\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Amazon Basics Sandwich Storage Bags, 300 Count (Previously Solimo)\", \"asin\": \"B095PQ6SX7\", \"price\": \"$6.96\", \"quantity\": \"\"},\n{\"title\": \"AZO Cranberry Supplement, Made with Concentrated Whole Fruit Cranberry Powder to Help Cleanse and Protect the Urinary Tract*, Sugar Free Cranberry Pills, Non-GMO, 100 Softgels\", \"asin\": \"B004RR1FF6\", \"price\": \"$12.07\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Biotin, Supports Healthy Hair, Skin and Nails, 10,000 mcg, Rapid Release Softgels, 120 Ct\", \"asin\": \"B009SZXM4E\", \"price\": \"$8.88\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Trash Bags, Tall Kitchen Drawstring, Unscented, 13 Gallon, 120 Count, Pack of 1\", \"asin\": \"B093X8QQ12\", \"price\": \"$16.72\", \"quantity\": \"\"},\n{\"title\": \"Amazon Echo Dot (newest model), Vibrant sounding Alexa speaker, Great for bedrooms, dining rooms and offices, Charcoal\", \"asin\": \"B09B8V1LZ3\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell, Head-to-Toe Video, Live View with Two-Way Talk, and Motion Detection & Alerts (2024 release), Venetian Bronze\", \"asin\": \"B0BZWRLRLK\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin B12, Supports Energy Metabolism, Tablets, 1000mcg, 200 Ct\", \"asin\": \"B00DYSUQR2\", \"price\": \"$10.14\", \"quantity\": \"\"},\n{\"title\": \"Replacement Parts Compatible for MAMNV BR151 BR150,ZCWA BR150 BR151,MANVINS G20,ONSON BR150 BR151,for Kilgone G20,2-in-1 Robot Vacuum and Mop Combo Accessories,4 Filters,4 Mop Pads,6 Side Brushes\", \"asin\": \"/promo/A3U2ECRGNFNEOX\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Fish Oil, Supports Heart Health, 1200 Mg, 360 Mg Omega-3, Rapid Release Softgels, 200 Ct\", \"asin\": \"B000NPYY04\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"HUIZHEN Replacement Parts for MAMNV BR150 BR151, for ZCWA BR150 BR151, for MANVINS G20, for ONSON BR150 BR151, for Kilgone G20, for bObsweep Robot Vacuum Accessories, 10 Side Brush,6 Filter,6 Mop Pad\", \"asin\": \"B0BXSQB962\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Desert Cactus University of California Irvine Sticker Anteaters UCI Eaters Vinyl Decals Laptop Water Bottle Car Scrapbook T2 (Type 2)\", \"asin\": \"B08X1V868F\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Quart Food Storage Bags, Stand & Fill, 150 Count\", \"asin\": \"B0953XG36F\", \"price\": \"$9.83\", \"quantity\": \"\"},\n{\"title\": \"BUXEBUX 21 Pack Replacement Parts for Tikom L9000 L8000 Robot Vacuum, Lubluelu SL60D SG60, Airzeen Q6 SE Honiture Q6 SE Laresar L6 Nex Accessory Kit, 2 Main Brush 6 Hepa Filter 6 Mop Pads 6 Side Brush\", \"asin\": \"B0D222TLBR\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"delivery\": \"FREE delivery Sun, Apr 13 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black+light Blue\"}]},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Black-blue\"}]},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Blue\"}]},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"delivery\": \"Same-Day FREE delivery Today 5\\u202fPM - 10\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"Gallon (90 Count)\"}]},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"delivery\": \"$2.99 delivery Apr 16 - 21\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"California Irvine Anteaters\"}]},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 11\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Unflavored\"}, {\"Size\": \"200 Count\"}]}],\n\"saved_items\": [{\"title\": \"VEVOR Tire Chains, Snow Chains for Cars SUV Pickup Trucks, 2 Pack Adjustable Snow Tire Chains Compatible with Tire Width 235 245 255 265 275 - Series 232105\", \"asin\": \"B0DGPVLWRX\", \"price\": \"$49.99\", \"options\": [{\"Style\": \"Snow Chains\"}, {\"Size\": \"Series 232105\"}]},\n{\"asin\": \"B0DGPVLWRX\", \"options\": []},\n{\"title\": \"Crafti Ceremonial Grade Organic Matcha Powder (30g/1oz), Sugar-Free Daily Matcha Green Tea from Kyoto Uji, for Calm Focus, Jitter-Free Energy and Barista-Grade Lattes (30 Servings)\", \"asin\": \"B0CXT6L9H5\", \"options\": [{\"Flavor Name\": \"Ceremonial Daily\"}, {\"Size\": \"1.06 ounce / 30 grams\"}]},\n{\"title\": \"Wooden Rolling Pin, French Dumpling Rolling Pin for Baking Pizza Dough Roller 30 x 3.5cm\", \"asin\": \"B07MYY34Q1\", \"options\": []},\n{\"title\": \"ROSEKM Humidifiers for Bedroom, Cool Mist Humidifier for Home Plant and Baby Nursery, Quiet Ultrasonic Humidifier with 360\\u00b0 Nozzle, Auto Shut-Off, Filterless, Black\", \"asin\": \"B0B9MCCY1K\", \"options\": [{\"Color\": \"2.0L Standard Humidifier\"}]},\n{\"asin\": \"B0B9MCCY1K\", \"options\": []},\n{\"title\": \"NovForth Winter Neck Warmer Men Ski, Neck Gaiter Face Scarf Women, Fleece Scarf for Men Gaiter Mask, Thick Windproof Scarves\", \"asin\": \"B0CJ4LZRQT\", \"options\": []},\n{\"title\": \"findway Ski Goggles OTG - Over Glasses Snow/Snowboard Goggles for Men, Women & Youth - 100% UV Protection\", \"asin\": \"B07MW2R64Z\", \"options\": [{\"Color\": \"A1-white Silver Vlt 10%\"}]},\n{\"title\": \"Jason Markk Essential Kit, Shoe Cleaner, 2-Piece Set, Deep Cleaning Solution & Durables Brush, Sneaker Care, Ideal for Footwear, Full Grain Leather, Rubber, and more, 4oz\", \"asin\": \"B00D12KGVW\", \"options\": []},\n{\"title\": \"Air Fryer Paper Liners, 125Pcs Parchment Paper, Air Fryer Liner Disposable for Microwave, Non-Stick Air Fryer Liners Square Free of Bleach (8IN)\", \"asin\": \"B0B6PLG6G2\", \"options\": [{\"Size\": \"8\\\"Square\"}, {\"Number of Items\": \"125\"}]},\n{\"title\": \"Ultrean Food Scale, Digital Kitchen Scale Weight Grams and Ounces for Baking Cooking and Meal Prep, 6 Units with Tare Function, 11lb (Batteries Included)\", \"asin\": \"B08CZDYNF7\", \"price\": \"$7.99\", \"options\": [{\"Color\": \"Silver\"}]},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, Pink\", \"asin\": \"B0BBLJBWTH\", \"options\": [{\"Color\": \"Medium-Pink\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:05:10.722Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:30:17.610Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T07:30:17.610Z
|
input
|
pepper grinder
|
rule
|
train
| 3,074
|
2025-04-15T07:30:17.610Z
|
input
|
pepper grinder
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
{"timestamp": "2025-04-10T22:03:39.758Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:03:57.421Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-10T22:04:10.725Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:04:43.245Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:04:59.155Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:05:02.300Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:02.314Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.214Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.236Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:10.722Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:05:49.762Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:06:10.885Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:10:36.499Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T07:30:17.610Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T07:30:17.610Z\",\"action\": \"input\",\"acion_argument\": \"pepper grinder\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T07:30:17.610Z\",\"action\": \"input\",\"acion_argument\": \"pepper grinder\",}</answer>",
"index": 3074,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:30:17.610Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T07:30:17.610Z\", \"action\": \"input\", \"action_argument\": \"pepper grinder\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pepper grinder\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:30:19.634Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T07:30:19.634Z
|
click
|
search
|
rule
|
train
| 3,075
|
2025-04-15T07:30:19.634Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
{"timestamp": "2025-04-10T22:03:39.758Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:03:57.421Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-10T22:04:10.725Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:04:43.245Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:04:59.155Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:05:02.300Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:02.314Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.214Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.236Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:10.722Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:05:49.762Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:06:10.885Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:10:36.499Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T07:30:17.610Z", "action": "input", "action_argument": "pepper grinder"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "pepper grinder"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T07:30:19.634Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T07:30:19.634Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T07:30:19.634Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 3075,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T07:30:17.610Z\", \"action\": \"input\", \"action_argument\": \"pepper grinder\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"pepper grinder\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:30:19.634Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T07:30:17.610Z\", \"action\": \"input\", \"action_argument\": \"pepper grinder\"}\n{\"timestamp\": \"2025-04-15T07:30:19.634Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:30:50.868Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T07:30:50.868Z
|
input
|
salt and p
|
rule
|
train
| 3,076
|
2025-04-15T07:30:50.868Z
|
input
|
salt and p
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
{"timestamp": "2025-04-10T22:03:39.758Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:03:57.421Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-10T22:04:10.725Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:04:43.245Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:04:59.155Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:05:02.300Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:02.314Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.214Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.236Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:10.722Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:05:49.762Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:06:10.885Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:10:36.499Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T07:30:17.610Z", "action": "input", "action_argument": "pepper grinder"}
{"timestamp": "2025-04-15T07:30:19.634Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T07:30:50.868Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T07:30:50.868Z\",\"action\": \"input\",\"acion_argument\": \"salt and p\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T07:30:50.868Z\",\"action\": \"input\",\"acion_argument\": \"salt and p\",}</answer>",
"index": 3076,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T07:30:17.610Z\", \"action\": \"input\", \"action_argument\": \"pepper grinder\"}\n{\"timestamp\": \"2025-04-15T07:30:19.634Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:30:50.868Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T07:30:17.610Z\", \"action\": \"input\", \"action_argument\": \"pepper grinder\"}\n{\"timestamp\": \"2025-04-15T07:30:19.634Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T07:30:50.868Z\", \"action\": \"input\", \"action_argument\": \"salt and p\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"salt and p\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$621.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$534.99\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$496.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"The Original Greek Pepper Mill 10 Inch Tall | European Pepper Mill Grinder with Crank Handle | Manual Pepper Grinder | Peppercorns Refillable - Brass\", \"asin\": \"B0BXFPVHPX\", \"price\": \"$113.71\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Larger Capacity Electric Salt and Pepper Grinder Set, 110ml Rechargeable Salt and Pepper Shaker with LED light, Stainless Steel Automatic Pepper Mill with 6 Adjustable Coarseness\", \"asin\": \"B0D7Q7LNNY\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"MANNKITCHEN Pepper Cannon - Professional Grade Heavy Duty High Output Pepper Mill\", \"asin\": \"B09T7BWJNP\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Cole & Mason Derwent Grinder Set - Precision Mechanisms and Sea Salt and Peppercorns - Derwant Salt and Pepper, Stainless Steel\", \"asin\": \"B0099V31D4\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, Rechargeable Automatic Pepper Mill Grinder with LED Light, Adjustable Coarseness shakers, One-Hand Operation for Kitchen(2 Pack,Black+White)\", \"asin\": \"B0BQYVNKRV\", \"price\": \"$23.86\", \"quantity\": \"\"},\n{\"title\": \"FORLIM 2-Speed Gravity Electric Salt and Pepper Grinder Set, 800mAh Rechargeable, Upgraded Auto-Reverse Clean After Stop, Pepper Shakes with White LED, Ceramic Grinding Core, Black & White\", \"asin\": \"B0DMP7C7NT\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"FORLIM Electric Salt and Pepper Grinder Set, USB Rechargeable, Automatic Salt Pepper Mill Grinder with Dust Cover, One-Button Control, Adjustable Coarseness, Warm LED Light (2 Packs, Black&White)\", \"asin\": \"B0CQWHPL4S\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"The Original Greek Salt Mill 8 Inch Tall | European Salt Mill Grinder with Crank Handle | Manual Salt Grinder | Salt Refillable - Brass\", \"asin\": \"B0BXFPJJC2\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, Rechargeable Automatic Pepper Mill Grinder with LED Light, Adjustable Coarseness shakers, One-Hand Operation for Kitchen(2 Pack,Black+White)\", \"asin\": \"B0BQYVNKRV\", \"price\": \"$23.86\", \"quantity\": \"\"},\n{\"title\": \"USB Rechargeable Pepper Grinder, Gravity Electric Pepper Grinder with 6 Level Adjustable Coarseness, One Handed Operated Salt and Pepper Grinder for Kitchen, Restaurant and BBQ\", \"asin\": \"B0B5699JXK\", \"price\": \"$23.79\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Original Stainless Steel Salt or Pepper Grinder - Top Spice Mill with Ceramic Blades, Brushed Stainless Steel and Adjustable Coarseness By Pepper Grinder \\uff08Single Package\\uff09\", \"asin\": \"B07S82DX3K\", \"price\": \"$7.97\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Pepper Grinder or Salt Mill, Battery Powered Automatic Pepper Mill, Ceramic Grinder with Adjustable Coarseness, LED Light, and Salt Mill Refillable, Single Hand Operation (Black)\", \"asin\": \"B0DRJ9VJVS\", \"price\": \"$7.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"CIRCLE JOY Electric Salt and Pepper Grinder Set Rechargeable Salt and Pepper Mills with 6-Level External Adjustable Coarseness, White LED Light and Storage Base, Black\", \"asin\": \"B0D1XVRY25\", \"price\": \"$16.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"CIRCLE JOY Gravity Electric Salt and Pepper Grinder Set Automatic Salt and Pepper Grinder Set with LED Light, Battery Operated, Adjustable Coarseness, Large Capacity, for Home Kitchen BBQ\", \"asin\": \"B0DFY5TNFX\", \"price\": \"$14.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, Rechargeable Automatic Pepper Mill Grinder with LED Light, Adjustable Coarseness shakers, One-Hand Operation for Kitchen(2 Pack,Black+White)\", \"asin\": \"B0BQYVNKRV\", \"price\": \"$23.86\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"HOME EC Original Stainless Steel Salt or Pepper Grinder 1pk - Adjustable Ceramic Sea Salt Grinder or Pepper Mill - Tall Glass Spice Shaker - Spice Mill w/EBook\", \"asin\": \"B082V134CK\", \"price\": \"$9.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Original Stainless Steel Salt or Pepper Grinder - Top Spice Mill with Ceramic Blades, Brushed Stainless Steel and Adjustable Coarseness By Pepper Grinder \\uff08Single Package\\uff09\", \"asin\": \"B07S82DX3K\", \"price\": \"$7.97\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Pepper or Salt Grinder,Adjustable Coarseness Salt & Pepper Mill,With LED Light,Easy to Clean,Battery Powered,One Handed Operation,Kitchen Essential\\uff081 pack/black\\uff09\", \"asin\": \"B0D8ZPX6RG\", \"price\": \"$9.49\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"McCormick Premium Black & White Peppercorn Adjustable Grinder, 1.26 oz\", \"asin\": \"B074ZGWWJW\", \"price\": \"$2.13\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set Automatic Battery Pepper Mill Shakers Adjustable Coarseness Easy Filling Upgraded Larger Capacity with Led (2 Pack Black/Black\\uff09\", \"asin\": \"B0DJSQQ1ZW\", \"price\": \"$24.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"OXO Good Grips Contoured Mess-Free Pepper Grinder\", \"asin\": \"B08DL86ZCQ\", \"price\": \"$17.95\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Pepper or Salt Grinder,Adjustable Coarseness Salt & Pepper Mill,With LED Light,Easy to Clean,Battery Powered,One Handed Operation,Kitchen Essential\\uff081 pack/black\\uff09\", \"asin\": \"B0D8ZPX6RG\", \"price\": \"$9.49\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Pepper or Salt Grinder Mill,Automatic Pepper Mill with LED Light,Battery Powered Automatic Pepper Grinder,Refillable and djustable CoarsAeness Pepper Grinder(1 pack Black)\", \"asin\": \"B0DQLC3GGR\", \"price\": \"$8.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Sweet Alice Gravity Electric Pepper and Salt Grinder Set, Adjustable Coarseness, Battery Powered with LED Light, One Hand Automatic Operation, Stainless Steel Black, 2 Pack\", \"asin\": \"B085NDYY1P\", \"price\": \"$19.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"XinXu Gravity Automatic Electric Pepper and Salt Grinder, Auto Salt or Pepper Mill Shaker Stainless Steel,Adjustable Coarseness,Blue LED Light,One Hand Operated, Black\", \"asin\": \"B09QCSXCX7\", \"price\": \"$16.98\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Original Stainless Steel Pepper Grinder or Salt Mill 1pk - Coarseness Adjustable Sea Salt Grinder or Pepper Mill Grinder - Small Manual Salt Pepper Shakers with Glass Container\", \"asin\": \"B0DRKYGF3M\", \"price\": \"$6.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gulex\\u00ae Pepper Grinder Pepper Mill, Salt Grinder Refillable,(Single Package) Adjustable, Stainless Steel Sea Salt Shaker with Ceramic Rotor (1 pack)\", \"asin\": \"B08MB8Y813\", \"price\": \"$7.95\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\", \"asin\": \"B0DRXKLW49\", \"price\": \"$27.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"McCormick Black Peppercorn Grinder, 2.5 oz\", \"asin\": \"B01LZKYNIM\", \"price\": \"$4.16\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Sangcon Salt and Pepper Grinder Set Manual Mills - Stainless Steel Refillable Large Capacity - Adjustable Coarse and Fine, Ceramic Salt and Pepper Shakers for Milling Celtic Salt, Black Pepper\", \"asin\": \"B0CQSBRLTF\", \"price\": \"$7.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"VUCCHINI Salt and Pepper Grinder Set Bamboo Lid- Adjustable Coarse Salt and Pepper Mills - Refillable Ceramic Burr Kitchen Gift Manual Salt Pepper Shakers Green\", \"asin\": \"B0812ZKL1S\", \"price\": \"$11.99\", \"delivery\": \"Two-Day FREE delivery Thu, Apr 17\"},\n{\"title\": \"Willow & Everett Salt & Pepper Grinder Set - Stainless Steel Manual Mills, Peppercorns & Rock Salt Sold Separately, Refillable Adjustable Coarseness\", \"asin\": \"B01N33U6Y5\", \"price\": \"$16.11\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"CIRCLE JOY Gravity Electric Salt and Pepper Grinder Set Automatic Salt and Pepper Grinder Set with LED Light, Battery Operated, Adjustable Coarseness, Large Capacity, for Home Kitchen BBQ\", \"asin\": \"B0DFY5TNFX\", \"price\": \"$14.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gulex\\u00ae Wood Pepper Grinder Pepper Mill,Adjustable Coarseness 8 Inch Wooden Peppermill, Ceramic Grinding Mechanism Salt Mill Refillable (1 pack)\", \"asin\": \"B08SJN9FTZ\", \"price\": \"$9.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Manual Salt or Pepper Grinder for Professional Chef, Best Spice Mill with Stainless Steel Cap, Ceramic Blades and Adjustable Coarseness, Refillable Glass Body with 6OZ Capacity\", \"asin\": \"B07SZHWNJ5\", \"price\": \"$6.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Pepper Grinder or Salt Mill, Battery Powered Automatic Pepper Mill, Ceramic Grinder with Adjustable Coarseness, LED Light, One Hand Operation (1 pack)\", \"asin\": \"B0BQ6GWM4D\", \"price\": \"$9.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Pepper Grinder Salt Grinder Wooden Pepper Mill Grinder w/Adjustable Coarse, 8 inch Tall Wood Refillable Manual Pepper Grinder Mill Peppermill for Black Peppercorn, Easy Clean w/Cleaning Brush\", \"asin\": \"B09VFMJ5Y8\", \"price\": \"$9.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Wooden Pepper Mill or Salt Mill with a cleaning brush - 8 inch tall - Best Pepper or Salt Grinder Wood with a Adjustable Ceramic Rotor and easily refillable - Oak Wood Pepper Grinder for your kitchen\", \"asin\": \"B08FR8BSNR\", \"price\": \"$14.97\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Salt and Pepper Grinder Tall Size - Black Pepper,Herb Shakers Mill Refillable Manual - Stainless Steel Lid - Adjustable Coarseness - Glass Material- Fits in Home,Kitchen,Barbecue\", \"asin\": \"B07P9WS7LF\", \"price\": \"$7.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"CIRCLE JOY Manual Salt and Pepper Grinder Set For Professional Chef, Refillable Salt and Pepper Shakers with Ceramic Blades, Adjustable Coarseness and BPA-free 180ml Glass Container, Tall Black White\", \"asin\": \"B0D2MDK7QK\", \"price\": \"$6.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Sweet Alice Gravity Electric Pepper and Salt Grinder Set, Adjustable Coarseness, Battery Powered with LED Light, One Hand Automatic Operation, Stainless Steel Black, 2 Pack\", \"asin\": \"B085NDYY1P\", \"price\": \"$19.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gulex\\u00ae Pepper Grinder Set Pepper Mill, Salt Grinder Refillable, Adjustable Coarseness Black Pepper Grinder, Stainless Steel Sea Salt Shaker with Ceramic Rotor(salt and pepper not included)\", \"asin\": \"B0C9DNYRJH\", \"price\": \"$6.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Willow & Everett Salt & Pepper Grinder Set - Stainless Steel Manual Mills, Peppercorns & Rock Salt Sold Separately, Refillable Adjustable Coarseness\", \"asin\": \"B01N33U6Y5\", \"price\": \"$16.11\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"CIRCLE JOY Electric Pepper Grinder Stainless Steel Rechargeable Pepper Mill with External Adjustable Coarseness, 95ml Container and White LED Light, Silver\", \"asin\": \"B0CCL7T3T5\", \"price\": \"$16.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Wood Salt and Pepper Grinder Set of 2, Wooden grinder, Shakers with Adjustable Coarseness, Mill Set for Spice Acacia Material\", \"asin\": \"B0D38N9J8X\", \"price\": \"$14.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Haomacro Electric Salt and Pepper Grinder Set, Automatic Rechargeable Salt Pepper Mills with Adjustable Coarseness And LED Light, One Hand Operated Spice Grinder Shaker Set for Kitchen (Black - 2 PCS)\", \"asin\": \"B0DKDQ7W5N\", \"price\": \"$27.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Premium Salt and Pepper Grinder Set of 2 - Two Refillable Stainless Steel Sea Salt & Spice Shakers with Adjustable Coarse Mills - Easy Clean Ceramic Grinders w/BONUS Silicone Funnel & Cleaning Brush\", \"asin\": \"B09SVMXBYC\", \"price\": \"$15.97\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"OXO Good Grips Mess-Free Pepper Grinder, Stainless Steel\", \"asin\": \"B001CDP6EE\", \"price\": \"$24.70\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Upgraded Larger Capacity Electric Salt and Pepper Grinder Set Rechargeable with LED lights, Stainless Steel Automatic Pepper and Salt Grinder Refillable with 5 Adjustable Coarseness\", \"asin\": \"B0BN1S7T6C\", \"price\": \"$49.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM\"},\n{\"title\": \"2Pack Electric Salt and Pepper Grinder Set USB Rechargeable with Warm LED Light, Adjustable Coarseness Lidaop Large Capacity Automatic Salt Pepper Mill Grinder for Kitchen, Restaurant, Outdoor, Black\", \"asin\": \"B0CHFRFHKY\", \"price\": \"$22.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"365 by Whole Foods Market, Black Peppercorn Grinder, 1.55 Ounce\", \"asin\": \"B074H6K5F1\", \"price\": \"$4.29\", \"delivery\": \" $9.95 delivery Today 7 AM - 9 AM\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Customized Coarseness, Crafted of Solid Acacia Wood with Ceramic/Stainless Steel Core, 8 Inches Each\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM\"},\n{\"title\": \"Amazon Fresh, Black Pepper Grinder, 2.2 Oz\", \"asin\": \"B0BQCWG26Q\", \"price\": \"$3.15\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Peugeot - Paris u'Select Manual Pepper Mill - Adjustable Grinder - Beechwood, Natural\", \"asin\": \"B000RAC7T0\", \"price\": \"$37.79\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Cole & Mason Derwent Pepper Grinder - Stainless Steel Mill Includes Gourmet Precision Mechanism and Premium Peppercorns - Pepper Mill, Stainless Steel\", \"asin\": \"B003OICYZO\", \"price\": \"$49.95\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"1Pack Wood Pepper Grinder, XWXO 10 Inch Salt Mill Pepper Grinder, Pepper Mill, Salt Shakers with Adjustable Ceramic Rotor - Oak Wood Pepper Grinder for Your Kitchen\", \"asin\": \"B0BKPBP6VD\", \"price\": \"$12.95\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"McCormick Salt & Pepper Grinder Variety Pack, Himalayan Pink Salt, Sea Salt, Black Peppercorn, and Peppercorn Medley, 6.47 oz\", \"asin\": \"B07BQ4KKLR\", \"price\": \"$12.49\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Salt and Pepper Grinder Set with Wooden Standing Tray, Refillable Pepper Mill Set - Brushed Stainless Steel - Short Glass Shakers with Adjustable Coarseness for Peppercorn, Salt or Spice Mills\", \"asin\": \"B086JL48W4\", \"price\": \"$12.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Premium Acrylic Salt and Pepper Grinder Set, Manual Salt and Pepper Mills- Wooden Shakers with Adjustable Ceramic Core-Salt Grinder and Pepper Mill -8 Inches-Pack of 2\", \"asin\": \"B08DRD1MTY\", \"price\": \"$25.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM\"},\n{\"title\": \"Kuhn Rikon Adjustable Ratchet Grinder with Ceramic Mechanism for Salt, Pepper and Spices, 8.5 x 2.25 inches, Black\", \"asin\": \"B00HSF4BCI\", \"price\": \"$23.00\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set - 2 Battery Operated Stainless Steel Mills with Light (Elegant Red Burgundy) - Automatic One Handed Operation - Electronic Adjustable Shakers - Ceramic Grinders\", \"asin\": \"B0C5T22Q7N\", \"price\": \"$36.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"innhom Electric Salt Grinder Pepper Grinder Battery Operated Stainless Steel Pepper Mill Automatic Salt and Pepper Grinder with Adjustable Coarseness, 1 Pack\", \"asin\": \"B0BBMKKPFX\", \"price\": \"$14.96\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"The Original European Mill (Brass, 8-Inch Pepper)\", \"asin\": \"B0963JYKH7\", \"price\": \"$70.50\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16 Only 6 left in stock - order soon.\"},\n{\"title\": \"USB Rechargeable Pepper Grinder, Gravity Electric Pepper Grinder with 6 Level Adjustable Coarseness, One Handed Operated Salt and Pepper Grinder for Kitchen, Restaurant and BBQ\", \"asin\": \"B0B5699JXK\", \"price\": \"$23.79\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Luvan Pepper Grinder Mill, Heavy Duty Aluminum Manual Pepper Mill, Professional Grade Pepper Grinder with Stainless Steel Blade and Adjustable Coarseness, Black Pepper Grinder Refillable Gift Set\", \"asin\": \"B0BN5SQ29K\", \"price\": \"$79.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set Stainless Steel Salt and Pepper Mill Led Light Automatic One Handed Operation Rechargeable Adjustable Shakers Ceramic Rator 2 Pack Black Stainless Steel\", \"asin\": \"B0DTJSKT2H\", \"price\": \"$35.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Totally Bamboo Baltique Marrakesh Collection Pepper Grinder, Wooden Refillable Spice and Pepper Mill for Cooking and Serving\", \"asin\": \"B0C161GN1G\", \"price\": \"$29.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, Battery Operated Pepper Grinder with LED Light, One Handed Operation, Adjustable Coarseness, Slat and Pepper Shakers Set Electric (Wood Grain)\", \"asin\": \"B0CQP398WT\", \"price\": \"$35.77\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Pepper Grinder or Pepper Mill, Manual Salt Grinder Refillable with Adjustable Coarseness, Black Pepper Grinder Made of Stainless Steel, Himalayan Salt and Sea Salt Grinder\", \"asin\": \"B074Z8JB31\", \"price\": \"$8.95\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Sangcon Gravity Electric Salt and Pepper Grinder Set Automatic Shakers Mill Grinder with LED Light, Battery Powered Adjustable Coarseness One Hand Operation, Upgraded Larger Capacity\", \"asin\": \"B0BZRT3CJP\", \"price\": \"$14.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:30:50.962Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T07:30:50.962Z
|
click
|
suggested_term
|
rule
|
train
| 3,077
|
2025-04-15T07:30:50.962Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
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{"title": "USB Rechargeable Pepper Grinder, Gravity Electric Pepper Grinder with 6 Level Adjustable Coarseness, One Handed Operated Salt and Pepper Grinder for Kitchen, Restaurant and BBQ", "asin": "B0B5699JXK", "price": "$23.79", "quantity": ""}],
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{"title": "Electric Pepper Grinder or Salt Mill, Battery Powered Automatic Pepper Mill, Ceramic Grinder with Adjustable Coarseness, LED Light, and Salt Mill Refillable, Single Hand Operation (Black)", "asin": "B0DRJ9VJVS", "price": "$7.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "CIRCLE JOY Electric Salt and Pepper Grinder Set Rechargeable Salt and Pepper Mills with 6-Level External Adjustable Coarseness, White LED Light and Storage Base, Black", "asin": "B0D1XVRY25", "price": "$16.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "CIRCLE JOY Gravity Electric Salt and Pepper Grinder Set Automatic Salt and Pepper Grinder Set with LED Light, Battery Operated, Adjustable Coarseness, Large Capacity, for Home Kitchen BBQ", "asin": "B0DFY5TNFX", "price": "$14.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Electric Salt and Pepper Grinder Set, Rechargeable Automatic Pepper Mill Grinder with LED Light, Adjustable Coarseness shakers, One-Hand Operation for Kitchen(2 Pack,Black+White)", "asin": "B0BQYVNKRV", "price": "$23.86", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "HOME EC Original Stainless Steel Salt or Pepper Grinder 1pk - Adjustable Ceramic Sea Salt Grinder or Pepper Mill - Tall Glass Spice Shaker - Spice Mill w/EBook", "asin": "B082V134CK", "price": "$9.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Original Stainless Steel Salt or Pepper Grinder - Top Spice Mill with Ceramic Blades, Brushed Stainless Steel and Adjustable Coarseness By Pepper Grinder \uff08Single Package\uff09", "asin": "B07S82DX3K", "price": "$7.97", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Electric Pepper or Salt Grinder,Adjustable Coarseness Salt & Pepper Mill,With LED Light,Easy to Clean,Battery Powered,One Handed Operation,Kitchen Essential\uff081 pack/black\uff09", "asin": "B0D8ZPX6RG", "price": "$9.49", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "McCormick Premium Black & White Peppercorn Adjustable Grinder, 1.26 oz", "asin": "B074ZGWWJW", "price": "$2.13", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Electric Salt and Pepper Grinder Set Automatic Battery Pepper Mill Shakers Adjustable Coarseness Easy Filling Upgraded Larger Capacity with Led (2 Pack Black/Black\uff09", "asin": "B0DJSQQ1ZW", "price": "$24.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "OXO Good Grips Contoured Mess-Free Pepper Grinder", "asin": "B08DL86ZCQ", "price": "$17.95", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Electric Pepper or Salt Grinder,Adjustable Coarseness Salt & Pepper Mill,With LED Light,Easy to Clean,Battery Powered,One Handed Operation,Kitchen Essential\uff081 pack/black\uff09", "asin": "B0D8ZPX6RG", "price": "$9.49", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Electric Pepper or Salt Grinder Mill,Automatic Pepper Mill with LED Light,Battery Powered Automatic Pepper Grinder,Refillable and djustable CoarsAeness Pepper Grinder(1 pack Black)", "asin": "B0DQLC3GGR", "price": "$8.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Sweet Alice Gravity Electric Pepper and Salt Grinder Set, Adjustable Coarseness, Battery Powered with LED Light, One Hand Automatic Operation, Stainless Steel Black, 2 Pack", "asin": "B085NDYY1P", "price": "$19.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "XinXu Gravity Automatic Electric Pepper and Salt Grinder, Auto Salt or Pepper Mill Shaker Stainless Steel,Adjustable Coarseness,Blue LED Light,One Hand Operated, Black", "asin": "B09QCSXCX7", "price": "$16.98", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Original Stainless Steel Pepper Grinder or Salt Mill 1pk - Coarseness Adjustable Sea Salt Grinder or Pepper Mill Grinder - Small Manual Salt Pepper Shakers with Glass Container", "asin": "B0DRKYGF3M", "price": "$6.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Gulex\u00ae Pepper Grinder Pepper Mill, Salt Grinder Refillable,(Single Package) Adjustable, Stainless Steel Sea Salt Shaker with Ceramic Rotor (1 pack)", "asin": "B08MB8Y813", "price": "$7.95", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch", "asin": "B0DRXKLW49", "price": "$27.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "McCormick Black Peppercorn Grinder, 2.5 oz", "asin": "B01LZKYNIM", "price": "$4.16", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Sangcon Salt and Pepper Grinder Set Manual Mills - Stainless Steel Refillable Large Capacity - Adjustable Coarse and Fine, Ceramic Salt and Pepper Shakers for Milling Celtic Salt, Black Pepper", "asin": "B0CQSBRLTF", "price": "$7.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "VUCCHINI Salt and Pepper Grinder Set Bamboo Lid- Adjustable Coarse Salt and Pepper Mills - Refillable Ceramic Burr Kitchen Gift Manual Salt Pepper Shakers Green", "asin": "B0812ZKL1S", "price": "$11.99", "delivery": "Two-Day FREE delivery Thu, Apr 17"},
{"title": "Willow & Everett Salt & Pepper Grinder Set - Stainless Steel Manual Mills, Peppercorns & Rock Salt Sold Separately, Refillable Adjustable Coarseness", "asin": "B01N33U6Y5", "price": "$16.11", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "CIRCLE JOY Gravity Electric Salt and Pepper Grinder Set Automatic Salt and Pepper Grinder Set with LED Light, Battery Operated, Adjustable Coarseness, Large Capacity, for Home Kitchen BBQ", "asin": "B0DFY5TNFX", "price": "$14.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Gulex\u00ae Wood Pepper Grinder Pepper Mill,Adjustable Coarseness 8 Inch Wooden Peppermill, Ceramic Grinding Mechanism Salt Mill Refillable (1 pack)", "asin": "B08SJN9FTZ", "price": "$9.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Manual Salt or Pepper Grinder for Professional Chef, Best Spice Mill with Stainless Steel Cap, Ceramic Blades and Adjustable Coarseness, Refillable Glass Body with 6OZ Capacity", "asin": "B07SZHWNJ5", "price": "$6.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Electric Pepper Grinder or Salt Mill, Battery Powered Automatic Pepper Mill, Ceramic Grinder with Adjustable Coarseness, LED Light, One Hand Operation (1 pack)", "asin": "B0BQ6GWM4D", "price": "$9.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Pepper Grinder Salt Grinder Wooden Pepper Mill Grinder w/Adjustable Coarse, 8 inch Tall Wood Refillable Manual Pepper Grinder Mill Peppermill for Black Peppercorn, Easy Clean w/Cleaning Brush", "asin": "B09VFMJ5Y8", "price": "$9.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Wooden Pepper Mill or Salt Mill with a cleaning brush - 8 inch tall - Best Pepper or Salt Grinder Wood with a Adjustable Ceramic Rotor and easily refillable - Oak Wood Pepper Grinder for your kitchen", "asin": "B08FR8BSNR", "price": "$14.97", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Salt and Pepper Grinder Tall Size - Black Pepper,Herb Shakers Mill Refillable Manual - Stainless Steel Lid - Adjustable Coarseness - Glass Material- Fits in Home,Kitchen,Barbecue", "asin": "B07P9WS7LF", "price": "$7.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "CIRCLE JOY Manual Salt and Pepper Grinder Set For Professional Chef, Refillable Salt and Pepper Shakers with Ceramic Blades, Adjustable Coarseness and BPA-free 180ml Glass Container, Tall Black White", "asin": "B0D2MDK7QK", "price": "$6.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Sweet Alice Gravity Electric Pepper and Salt Grinder Set, Adjustable Coarseness, Battery Powered with LED Light, One Hand Automatic Operation, Stainless Steel Black, 2 Pack", "asin": "B085NDYY1P", "price": "$19.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Gulex\u00ae Pepper Grinder Set Pepper Mill, Salt Grinder Refillable, Adjustable Coarseness Black Pepper Grinder, Stainless Steel Sea Salt Shaker with Ceramic Rotor(salt and pepper not included)", "asin": "B0C9DNYRJH", "price": "$6.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Willow & Everett Salt & Pepper Grinder Set - Stainless Steel Manual Mills, Peppercorns & Rock Salt Sold Separately, Refillable Adjustable Coarseness", "asin": "B01N33U6Y5", "price": "$16.11", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "CIRCLE JOY Electric Pepper Grinder Stainless Steel Rechargeable Pepper Mill with External Adjustable Coarseness, 95ml Container and White LED Light, Silver", "asin": "B0CCL7T3T5", "price": "$16.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Wood Salt and Pepper Grinder Set of 2, Wooden grinder, Shakers with Adjustable Coarseness, Mill Set for Spice Acacia Material", "asin": "B0D38N9J8X", "price": "$14.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Haomacro Electric Salt and Pepper Grinder Set, Automatic Rechargeable Salt Pepper Mills with Adjustable Coarseness And LED Light, One Hand Operated Spice Grinder Shaker Set for Kitchen (Black - 2 PCS)", "asin": "B0DKDQ7W5N", "price": "$27.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "Premium Salt and Pepper Grinder Set of 2 - Two Refillable Stainless Steel Sea Salt & Spice Shakers with Adjustable Coarse Mills - Easy Clean Ceramic Grinders w/BONUS Silicone Funnel & Cleaning Brush", "asin": "B09SVMXBYC", "price": "$15.97", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "OXO Good Grips Mess-Free Pepper Grinder, Stainless Steel", "asin": "B001CDP6EE", "price": "$24.70", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Upgraded Larger Capacity Electric Salt and Pepper Grinder Set Rechargeable with LED lights, Stainless Steel Automatic Pepper and Salt Grinder Refillable with 5 Adjustable Coarseness", "asin": "B0BN1S7T6C", "price": "$49.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM"},
{"title": "2Pack Electric Salt and Pepper Grinder Set USB Rechargeable with Warm LED Light, Adjustable Coarseness Lidaop Large Capacity Automatic Salt Pepper Mill Grinder for Kitchen, Restaurant, Outdoor, Black", "asin": "B0CHFRFHKY", "price": "$22.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "365 by Whole Foods Market, Black Peppercorn Grinder, 1.55 Ounce", "asin": "B074H6K5F1", "price": "$4.29", "delivery": " $9.95 delivery Today 7 AM - 9 AM"},
{"title": "Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Customized Coarseness, Crafted of Solid Acacia Wood with Ceramic/Stainless Steel Core, 8 Inches Each", "asin": "B09YJYX6BG", "price": "$29.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM"},
{"title": "Amazon Fresh, Black Pepper Grinder, 2.2 Oz", "asin": "B0BQCWG26Q", "price": "$3.15", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Peugeot - Paris u'Select Manual Pepper Mill - Adjustable Grinder - Beechwood, Natural", "asin": "B000RAC7T0", "price": "$37.79", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Cole & Mason Derwent Pepper Grinder - Stainless Steel Mill Includes Gourmet Precision Mechanism and Premium Peppercorns - Pepper Mill, Stainless Steel", "asin": "B003OICYZO", "price": "$49.95", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "1Pack Wood Pepper Grinder, XWXO 10 Inch Salt Mill Pepper Grinder, Pepper Mill, Salt Shakers with Adjustable Ceramic Rotor - Oak Wood Pepper Grinder for Your Kitchen", "asin": "B0BKPBP6VD", "price": "$12.95", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "McCormick Salt & Pepper Grinder Variety Pack, Himalayan Pink Salt, Sea Salt, Black Peppercorn, and Peppercorn Medley, 6.47 oz", "asin": "B07BQ4KKLR", "price": "$12.49", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Salt and Pepper Grinder Set with Wooden Standing Tray, Refillable Pepper Mill Set - Brushed Stainless Steel - Short Glass Shakers with Adjustable Coarseness for Peppercorn, Salt or Spice Mills", "asin": "B086JL48W4", "price": "$12.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Premium Acrylic Salt and Pepper Grinder Set, Manual Salt and Pepper Mills- Wooden Shakers with Adjustable Ceramic Core-Salt Grinder and Pepper Mill -8 Inches-Pack of 2", "asin": "B08DRD1MTY", "price": "$25.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM"},
{"title": "Kuhn Rikon Adjustable Ratchet Grinder with Ceramic Mechanism for Salt, Pepper and Spices, 8.5 x 2.25 inches, Black", "asin": "B00HSF4BCI", "price": "$23.00", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Electric Salt and Pepper Grinder Set - 2 Battery Operated Stainless Steel Mills with Light (Elegant Red Burgundy) - Automatic One Handed Operation - Electronic Adjustable Shakers - Ceramic Grinders", "asin": "B0C5T22Q7N", "price": "$36.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "innhom Electric Salt Grinder Pepper Grinder Battery Operated Stainless Steel Pepper Mill Automatic Salt and Pepper Grinder with Adjustable Coarseness, 1 Pack", "asin": "B0BBMKKPFX", "price": "$14.96", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "The Original European Mill (Brass, 8-Inch Pepper)", "asin": "B0963JYKH7", "price": "$70.50", "delivery": "One-Day FREE delivery Tomorrow, Apr 16 Only 6 left in stock - order soon."},
{"title": "USB Rechargeable Pepper Grinder, Gravity Electric Pepper Grinder with 6 Level Adjustable Coarseness, One Handed Operated Salt and Pepper Grinder for Kitchen, Restaurant and BBQ", "asin": "B0B5699JXK", "price": "$23.79", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Luvan Pepper Grinder Mill, Heavy Duty Aluminum Manual Pepper Mill, Professional Grade Pepper Grinder with Stainless Steel Blade and Adjustable Coarseness, Black Pepper Grinder Refillable Gift Set", "asin": "B0BN5SQ29K", "price": "$79.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "Electric Salt and Pepper Grinder Set Stainless Steel Salt and Pepper Mill Led Light Automatic One Handed Operation Rechargeable Adjustable Shakers Ceramic Rator 2 Pack Black Stainless Steel", "asin": "B0DTJSKT2H", "price": "$35.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Totally Bamboo Baltique Marrakesh Collection Pepper Grinder, Wooden Refillable Spice and Pepper Mill for Cooking and Serving", "asin": "B0C161GN1G", "price": "$29.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "Electric Salt and Pepper Grinder Set, Battery Operated Pepper Grinder with LED Light, One Handed Operation, Adjustable Coarseness, Slat and Pepper Shakers Set Electric (Wood Grain)", "asin": "B0CQP398WT", "price": "$35.77", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "Pepper Grinder or Pepper Mill, Manual Salt Grinder Refillable with Adjustable Coarseness, Black Pepper Grinder Made of Stainless Steel, Himalayan Salt and Sea Salt Grinder", "asin": "B074Z8JB31", "price": "$8.95", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Sangcon Gravity Electric Salt and Pepper Grinder Set Automatic Shakers Mill Grinder with LED Light, Battery Powered Adjustable Coarseness One Hand Operation, Upgraded Larger Capacity", "asin": "B0BZRT3CJP", "price": "$14.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T07:30:50.962Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T07:30:50.962Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T07:30:50.962Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 3077,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T07:30:17.610Z\", \"action\": \"input\", \"action_argument\": \"pepper grinder\"}\n{\"timestamp\": \"2025-04-15T07:30:19.634Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T07:30:50.868Z\", \"action\": \"input\", \"action_argument\": \"salt and p\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"salt and p\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$621.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$534.99\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$496.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"The Original Greek Pepper Mill 10 Inch Tall | European Pepper Mill Grinder with Crank Handle | Manual Pepper Grinder | Peppercorns Refillable - Brass\", \"asin\": \"B0BXFPVHPX\", \"price\": \"$113.71\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Larger Capacity Electric Salt and Pepper Grinder Set, 110ml Rechargeable Salt and Pepper Shaker with LED light, Stainless Steel Automatic Pepper Mill with 6 Adjustable Coarseness\", \"asin\": \"B0D7Q7LNNY\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"MANNKITCHEN Pepper Cannon - Professional Grade Heavy Duty High Output Pepper Mill\", \"asin\": \"B09T7BWJNP\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Cole & Mason Derwent Grinder Set - Precision Mechanisms and Sea Salt and Peppercorns - Derwant Salt and Pepper, Stainless Steel\", \"asin\": \"B0099V31D4\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, Rechargeable Automatic Pepper Mill Grinder with LED Light, Adjustable Coarseness shakers, One-Hand Operation for Kitchen(2 Pack,Black+White)\", \"asin\": \"B0BQYVNKRV\", \"price\": \"$23.86\", \"quantity\": \"\"},\n{\"title\": \"FORLIM 2-Speed Gravity Electric Salt and Pepper Grinder Set, 800mAh Rechargeable, Upgraded Auto-Reverse Clean After Stop, Pepper Shakes with White LED, Ceramic Grinding Core, Black & White\", \"asin\": \"B0DMP7C7NT\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"FORLIM Electric Salt and Pepper Grinder Set, USB Rechargeable, Automatic Salt Pepper Mill Grinder with Dust Cover, One-Button Control, Adjustable Coarseness, Warm LED Light (2 Packs, Black&White)\", \"asin\": \"B0CQWHPL4S\", \"price\": \"$21.59\", \"quantity\": \"\"},\n{\"title\": \"The Original Greek Salt Mill 8 Inch Tall | European Salt Mill Grinder with Crank Handle | Manual Salt Grinder | Salt Refillable - Brass\", \"asin\": \"B0BXFPJJC2\", \"price\": \"$99.00\", \"quantity\": \"\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, Rechargeable Automatic Pepper Mill Grinder with LED Light, Adjustable Coarseness shakers, One-Hand Operation for Kitchen(2 Pack,Black+White)\", \"asin\": \"B0BQYVNKRV\", \"price\": \"$23.86\", \"quantity\": \"\"},\n{\"title\": \"USB Rechargeable Pepper Grinder, Gravity Electric Pepper Grinder with 6 Level Adjustable Coarseness, One Handed Operated Salt and Pepper Grinder for Kitchen, Restaurant and BBQ\", \"asin\": \"B0B5699JXK\", \"price\": \"$23.79\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Original Stainless Steel Salt or Pepper Grinder - Top Spice Mill with Ceramic Blades, Brushed Stainless Steel and Adjustable Coarseness By Pepper Grinder \\uff08Single Package\\uff09\", \"asin\": \"B07S82DX3K\", \"price\": \"$7.97\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Pepper Grinder or Salt Mill, Battery Powered Automatic Pepper Mill, Ceramic Grinder with Adjustable Coarseness, LED Light, and Salt Mill Refillable, Single Hand Operation (Black)\", \"asin\": \"B0DRJ9VJVS\", \"price\": \"$7.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"CIRCLE JOY Electric Salt and Pepper Grinder Set Rechargeable Salt and Pepper Mills with 6-Level External Adjustable Coarseness, White LED Light and Storage Base, Black\", \"asin\": \"B0D1XVRY25\", \"price\": \"$16.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"CIRCLE JOY Gravity Electric Salt and Pepper Grinder Set Automatic Salt and Pepper Grinder Set with LED Light, Battery Operated, Adjustable Coarseness, Large Capacity, for Home Kitchen BBQ\", \"asin\": \"B0DFY5TNFX\", \"price\": \"$14.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, Rechargeable Automatic Pepper Mill Grinder with LED Light, Adjustable Coarseness shakers, One-Hand Operation for Kitchen(2 Pack,Black+White)\", \"asin\": \"B0BQYVNKRV\", \"price\": \"$23.86\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"HOME EC Original Stainless Steel Salt or Pepper Grinder 1pk - Adjustable Ceramic Sea Salt Grinder or Pepper Mill - Tall Glass Spice Shaker - Spice Mill w/EBook\", \"asin\": \"B082V134CK\", \"price\": \"$9.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Original Stainless Steel Salt or Pepper Grinder - Top Spice Mill with Ceramic Blades, Brushed Stainless Steel and Adjustable Coarseness By Pepper Grinder \\uff08Single Package\\uff09\", \"asin\": \"B07S82DX3K\", \"price\": \"$7.97\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Pepper or Salt Grinder,Adjustable Coarseness Salt & Pepper Mill,With LED Light,Easy to Clean,Battery Powered,One Handed Operation,Kitchen Essential\\uff081 pack/black\\uff09\", \"asin\": \"B0D8ZPX6RG\", \"price\": \"$9.49\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"McCormick Premium Black & White Peppercorn Adjustable Grinder, 1.26 oz\", \"asin\": \"B074ZGWWJW\", \"price\": \"$2.13\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set Automatic Battery Pepper Mill Shakers Adjustable Coarseness Easy Filling Upgraded Larger Capacity with Led (2 Pack Black/Black\\uff09\", \"asin\": \"B0DJSQQ1ZW\", \"price\": \"$24.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"OXO Good Grips Contoured Mess-Free Pepper Grinder\", \"asin\": \"B08DL86ZCQ\", \"price\": \"$17.95\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Pepper or Salt Grinder,Adjustable Coarseness Salt & Pepper Mill,With LED Light,Easy to Clean,Battery Powered,One Handed Operation,Kitchen Essential\\uff081 pack/black\\uff09\", \"asin\": \"B0D8ZPX6RG\", \"price\": \"$9.49\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Pepper or Salt Grinder Mill,Automatic Pepper Mill with LED Light,Battery Powered Automatic Pepper Grinder,Refillable and djustable CoarsAeness Pepper Grinder(1 pack Black)\", \"asin\": \"B0DQLC3GGR\", \"price\": \"$8.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Sweet Alice Gravity Electric Pepper and Salt Grinder Set, Adjustable Coarseness, Battery Powered with LED Light, One Hand Automatic Operation, Stainless Steel Black, 2 Pack\", \"asin\": \"B085NDYY1P\", \"price\": \"$19.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"XinXu Gravity Automatic Electric Pepper and Salt Grinder, Auto Salt or Pepper Mill Shaker Stainless Steel,Adjustable Coarseness,Blue LED Light,One Hand Operated, Black\", \"asin\": \"B09QCSXCX7\", \"price\": \"$16.98\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Original Stainless Steel Pepper Grinder or Salt Mill 1pk - Coarseness Adjustable Sea Salt Grinder or Pepper Mill Grinder - Small Manual Salt Pepper Shakers with Glass Container\", \"asin\": \"B0DRKYGF3M\", \"price\": \"$6.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gulex\\u00ae Pepper Grinder Pepper Mill, Salt Grinder Refillable,(Single Package) Adjustable, Stainless Steel Sea Salt Shaker with Ceramic Rotor (1 pack)\", \"asin\": \"B08MB8Y813\", \"price\": \"$7.95\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\", \"asin\": \"B0DRXKLW49\", \"price\": \"$27.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"McCormick Black Peppercorn Grinder, 2.5 oz\", \"asin\": \"B01LZKYNIM\", \"price\": \"$4.16\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Sangcon Salt and Pepper Grinder Set Manual Mills - Stainless Steel Refillable Large Capacity - Adjustable Coarse and Fine, Ceramic Salt and Pepper Shakers for Milling Celtic Salt, Black Pepper\", \"asin\": \"B0CQSBRLTF\", \"price\": \"$7.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"VUCCHINI Salt and Pepper Grinder Set Bamboo Lid- Adjustable Coarse Salt and Pepper Mills - Refillable Ceramic Burr Kitchen Gift Manual Salt Pepper Shakers Green\", \"asin\": \"B0812ZKL1S\", \"price\": \"$11.99\", \"delivery\": \"Two-Day FREE delivery Thu, Apr 17\"},\n{\"title\": \"Willow & Everett Salt & Pepper Grinder Set - Stainless Steel Manual Mills, Peppercorns & Rock Salt Sold Separately, Refillable Adjustable Coarseness\", \"asin\": \"B01N33U6Y5\", \"price\": \"$16.11\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"CIRCLE JOY Gravity Electric Salt and Pepper Grinder Set Automatic Salt and Pepper Grinder Set with LED Light, Battery Operated, Adjustable Coarseness, Large Capacity, for Home Kitchen BBQ\", \"asin\": \"B0DFY5TNFX\", \"price\": \"$14.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gulex\\u00ae Wood Pepper Grinder Pepper Mill,Adjustable Coarseness 8 Inch Wooden Peppermill, Ceramic Grinding Mechanism Salt Mill Refillable (1 pack)\", \"asin\": \"B08SJN9FTZ\", \"price\": \"$9.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Manual Salt or Pepper Grinder for Professional Chef, Best Spice Mill with Stainless Steel Cap, Ceramic Blades and Adjustable Coarseness, Refillable Glass Body with 6OZ Capacity\", \"asin\": \"B07SZHWNJ5\", \"price\": \"$6.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Pepper Grinder or Salt Mill, Battery Powered Automatic Pepper Mill, Ceramic Grinder with Adjustable Coarseness, LED Light, One Hand Operation (1 pack)\", \"asin\": \"B0BQ6GWM4D\", \"price\": \"$9.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Pepper Grinder Salt Grinder Wooden Pepper Mill Grinder w/Adjustable Coarse, 8 inch Tall Wood Refillable Manual Pepper Grinder Mill Peppermill for Black Peppercorn, Easy Clean w/Cleaning Brush\", \"asin\": \"B09VFMJ5Y8\", \"price\": \"$9.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Wooden Pepper Mill or Salt Mill with a cleaning brush - 8 inch tall - Best Pepper or Salt Grinder Wood with a Adjustable Ceramic Rotor and easily refillable - Oak Wood Pepper Grinder for your kitchen\", \"asin\": \"B08FR8BSNR\", \"price\": \"$14.97\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Salt and Pepper Grinder Tall Size - Black Pepper,Herb Shakers Mill Refillable Manual - Stainless Steel Lid - Adjustable Coarseness - Glass Material- Fits in Home,Kitchen,Barbecue\", \"asin\": \"B07P9WS7LF\", \"price\": \"$7.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"CIRCLE JOY Manual Salt and Pepper Grinder Set For Professional Chef, Refillable Salt and Pepper Shakers with Ceramic Blades, Adjustable Coarseness and BPA-free 180ml Glass Container, Tall Black White\", \"asin\": \"B0D2MDK7QK\", \"price\": \"$6.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Sweet Alice Gravity Electric Pepper and Salt Grinder Set, Adjustable Coarseness, Battery Powered with LED Light, One Hand Automatic Operation, Stainless Steel Black, 2 Pack\", \"asin\": \"B085NDYY1P\", \"price\": \"$19.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gulex\\u00ae Pepper Grinder Set Pepper Mill, Salt Grinder Refillable, Adjustable Coarseness Black Pepper Grinder, Stainless Steel Sea Salt Shaker with Ceramic Rotor(salt and pepper not included)\", \"asin\": \"B0C9DNYRJH\", \"price\": \"$6.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Willow & Everett Salt & Pepper Grinder Set - Stainless Steel Manual Mills, Peppercorns & Rock Salt Sold Separately, Refillable Adjustable Coarseness\", \"asin\": \"B01N33U6Y5\", \"price\": \"$16.11\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"CIRCLE JOY Electric Pepper Grinder Stainless Steel Rechargeable Pepper Mill with External Adjustable Coarseness, 95ml Container and White LED Light, Silver\", \"asin\": \"B0CCL7T3T5\", \"price\": \"$16.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Wood Salt and Pepper Grinder Set of 2, Wooden grinder, Shakers with Adjustable Coarseness, Mill Set for Spice Acacia Material\", \"asin\": \"B0D38N9J8X\", \"price\": \"$14.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Haomacro Electric Salt and Pepper Grinder Set, Automatic Rechargeable Salt Pepper Mills with Adjustable Coarseness And LED Light, One Hand Operated Spice Grinder Shaker Set for Kitchen (Black - 2 PCS)\", \"asin\": \"B0DKDQ7W5N\", \"price\": \"$27.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Premium Salt and Pepper Grinder Set of 2 - Two Refillable Stainless Steel Sea Salt & Spice Shakers with Adjustable Coarse Mills - Easy Clean Ceramic Grinders w/BONUS Silicone Funnel & Cleaning Brush\", \"asin\": \"B09SVMXBYC\", \"price\": \"$15.97\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"OXO Good Grips Mess-Free Pepper Grinder, Stainless Steel\", \"asin\": \"B001CDP6EE\", \"price\": \"$24.70\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Upgraded Larger Capacity Electric Salt and Pepper Grinder Set Rechargeable with LED lights, Stainless Steel Automatic Pepper and Salt Grinder Refillable with 5 Adjustable Coarseness\", \"asin\": \"B0BN1S7T6C\", \"price\": \"$49.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM\"},\n{\"title\": \"2Pack Electric Salt and Pepper Grinder Set USB Rechargeable with Warm LED Light, Adjustable Coarseness Lidaop Large Capacity Automatic Salt Pepper Mill Grinder for Kitchen, Restaurant, Outdoor, Black\", \"asin\": \"B0CHFRFHKY\", \"price\": \"$22.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"365 by Whole Foods Market, Black Peppercorn Grinder, 1.55 Ounce\", \"asin\": \"B074H6K5F1\", \"price\": \"$4.29\", \"delivery\": \" $9.95 delivery Today 7 AM - 9 AM\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Customized Coarseness, Crafted of Solid Acacia Wood with Ceramic/Stainless Steel Core, 8 Inches Each\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM\"},\n{\"title\": \"Amazon Fresh, Black Pepper Grinder, 2.2 Oz\", \"asin\": \"B0BQCWG26Q\", \"price\": \"$3.15\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Peugeot - Paris u'Select Manual Pepper Mill - Adjustable Grinder - Beechwood, Natural\", \"asin\": \"B000RAC7T0\", \"price\": \"$37.79\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Cole & Mason Derwent Pepper Grinder - Stainless Steel Mill Includes Gourmet Precision Mechanism and Premium Peppercorns - Pepper Mill, Stainless Steel\", \"asin\": \"B003OICYZO\", \"price\": \"$49.95\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"1Pack Wood Pepper Grinder, XWXO 10 Inch Salt Mill Pepper Grinder, Pepper Mill, Salt Shakers with Adjustable Ceramic Rotor - Oak Wood Pepper Grinder for Your Kitchen\", \"asin\": \"B0BKPBP6VD\", \"price\": \"$12.95\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"McCormick Salt & Pepper Grinder Variety Pack, Himalayan Pink Salt, Sea Salt, Black Peppercorn, and Peppercorn Medley, 6.47 oz\", \"asin\": \"B07BQ4KKLR\", \"price\": \"$12.49\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Salt and Pepper Grinder Set with Wooden Standing Tray, Refillable Pepper Mill Set - Brushed Stainless Steel - Short Glass Shakers with Adjustable Coarseness for Peppercorn, Salt or Spice Mills\", \"asin\": \"B086JL48W4\", \"price\": \"$12.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Premium Acrylic Salt and Pepper Grinder Set, Manual Salt and Pepper Mills- Wooden Shakers with Adjustable Ceramic Core-Salt Grinder and Pepper Mill -8 Inches-Pack of 2\", \"asin\": \"B08DRD1MTY\", \"price\": \"$25.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM\"},\n{\"title\": \"Kuhn Rikon Adjustable Ratchet Grinder with Ceramic Mechanism for Salt, Pepper and Spices, 8.5 x 2.25 inches, Black\", \"asin\": \"B00HSF4BCI\", \"price\": \"$23.00\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set - 2 Battery Operated Stainless Steel Mills with Light (Elegant Red Burgundy) - Automatic One Handed Operation - Electronic Adjustable Shakers - Ceramic Grinders\", \"asin\": \"B0C5T22Q7N\", \"price\": \"$36.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"innhom Electric Salt Grinder Pepper Grinder Battery Operated Stainless Steel Pepper Mill Automatic Salt and Pepper Grinder with Adjustable Coarseness, 1 Pack\", \"asin\": \"B0BBMKKPFX\", \"price\": \"$14.96\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"The Original European Mill (Brass, 8-Inch Pepper)\", \"asin\": \"B0963JYKH7\", \"price\": \"$70.50\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16 Only 6 left in stock - order soon.\"},\n{\"title\": \"USB Rechargeable Pepper Grinder, Gravity Electric Pepper Grinder with 6 Level Adjustable Coarseness, One Handed Operated Salt and Pepper Grinder for Kitchen, Restaurant and BBQ\", \"asin\": \"B0B5699JXK\", \"price\": \"$23.79\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Luvan Pepper Grinder Mill, Heavy Duty Aluminum Manual Pepper Mill, Professional Grade Pepper Grinder with Stainless Steel Blade and Adjustable Coarseness, Black Pepper Grinder Refillable Gift Set\", \"asin\": \"B0BN5SQ29K\", \"price\": \"$79.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set Stainless Steel Salt and Pepper Mill Led Light Automatic One Handed Operation Rechargeable Adjustable Shakers Ceramic Rator 2 Pack Black Stainless Steel\", \"asin\": \"B0DTJSKT2H\", \"price\": \"$35.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Totally Bamboo Baltique Marrakesh Collection Pepper Grinder, Wooden Refillable Spice and Pepper Mill for Cooking and Serving\", \"asin\": \"B0C161GN1G\", \"price\": \"$29.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, Battery Operated Pepper Grinder with LED Light, One Handed Operation, Adjustable Coarseness, Slat and Pepper Shakers Set Electric (Wood Grain)\", \"asin\": \"B0CQP398WT\", \"price\": \"$35.77\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Pepper Grinder or Pepper Mill, Manual Salt Grinder Refillable with Adjustable Coarseness, Black Pepper Grinder Made of Stainless Steel, Himalayan Salt and Sea Salt Grinder\", \"asin\": \"B074Z8JB31\", \"price\": \"$8.95\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Sangcon Gravity Electric Salt and Pepper Grinder Set Automatic Shakers Mill Grinder with LED Light, Battery Powered Adjustable Coarseness One Hand Operation, Upgraded Larger Capacity\", \"asin\": \"B0BZRT3CJP\", \"price\": \"$14.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:30:50.962Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", 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6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Salt and Pepper Grinder Set - Refillable Grinder Adjustable Coarseness of Pepper Salt Spice Stainless Steel Mills Glass 6oz\\uff082 Pack\\uff09\", \"asin\": \"B0B1QNSKPC\", \"price\": \"$15.98\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set - Battery Operated Stainless Steel Mill with Light (2 Mills) - Automatic One Handed Operation - Electronic Adjustable Shakers - Ceramic Grinders\", \"asin\": \"B07WK8HK56\", \"price\": \"$35.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Willow & Everett Salt & Pepper Grinder Set - Stainless Steel Manual Mills, Peppercorns & Rock Salt Sold Separately, Refillable Adjustable Coarseness\", \"asin\": \"B01N33U6Y5\", \"price\": \"$16.11\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Haomacro Electric Salt and Pepper Grinder Set, Automatic Rechargeable Salt Pepper Mills with Adjustable Coarseness And LED Light, One Hand Operated Spice Grinder Shaker Set for Kitchen (Black - 2 PCS)\", \"asin\": \"B0DKDQ7W5N\", \"price\": \"$27.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Home Hero Automatic Salt and Pepper Grinder Set (2 Pack) - USB Rechargeable Gravity Electric Salt and Pepper Grinder Set with LED Light, Adjustable Coarseness, One Hand Operation (Black & White)\", \"asin\": \"B0D8QMPXKB\", \"price\": \"$22.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gravity Electric Salt And Pepper Grinder Set, Automatic Salt And Pepper Grinder Set, Battery Powered (6 AAA Batteries Each), Adjustable Roughness, LED Light, 2 Pack, (Black)\", \"asin\": \"B0DQZLZ7Y6\", \"price\": \"$10.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set \\u2014 Automatic Rechargeable Salt / Pepper Grinder with Charging Base and LED Light, Adjustable Coarseness, Large Capacity, One-handed Operation Salt Pepper Mills\", \"asin\": \"B0D46M93TG\", \"price\": \"$42.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Gravity Electric Salt and Pepper Grinder Set, Automatic and Battery-Operated with Adjustable Coarseness, LED Light, One Hand Operated By Rongyuxuan\", \"asin\": \"B07X7MMH8Q\", \"price\": \"$14.94\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"CIRCLE JOY Manual Salt and Pepper Grinder Set For Professional Chef, Refillable Salt and Pepper Shakers with Ceramic Blades, Adjustable Coarseness and BPA-free 180ml Glass Container, Tall Black White\", \"asin\": \"B0D2MDK7QK\", \"price\": \"$6.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, Rechargeable Salt and Pepper Shakers Refillable, Automatic Pepper Mill with Adjustable Coarseness, One Hand Operation with LED light, Stainless Steel\", \"asin\": \"B0CM3MP3LV\", \"price\": \"$39.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Wood Salt and Pepper Grinder Set, Salt Mill Pepper Grinder Set, Pepper Mill, Salt Shakers with Adjustable Ceramic Rotor- Oak Wood Pepper Grinder for Your Kitchen 8 inches - Pack of 2\", \"asin\": \"B07C9TVC17\", \"price\": \"$17.42\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gravity Electric Salt and Pepper Grinder Set - USB Rechargeable Automatic Grinder - Generous Capacity - Adjustable Fineness - One Handed Operation, Stainless Steel Construction, LED Light\", \"asin\": \"B0C5C85XDD\", \"price\": \"$59.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Cole & Mason Derwent Grinder Set - Precision Mechanisms and Sea Salt and Peppercorns - Derwant Salt and Pepper, Stainless Steel\", \"asin\": \"B0099V31D4\", \"price\": \"$99.95\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Rechargeable Electric Salt and Pepper Grinder Set with Double Charging Base, Support Battery Operated, Refillable Spice Automatic Mill Shakers Set with Adjustable Coarseness and LED Light\", \"asin\": \"B0B8N2KKZC\", \"price\": \"$29.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, New Rechargeable Salt and Pepper Mill with 4*Rechargeable Batteries, Charging Base, White Light, One Hand Automatic Operation, Black, 2Pack\", \"asin\": \"B0BQVVSBCB\", \"price\": \"$23.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Salt and Pepper Grinders Set,Ouktor Manual Wooden Salt and Pepper Mills Shakers, Ceramic Rotor with Strong Adjustable Coarseness (5.5inch)\", \"asin\": \"B07JH276KY\", \"price\": \"$11.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set - Battery Operated Pepper Mill with Adjustable Coarseness - Automatic Salt Shakers with Light for Kitchen\", \"asin\": \"B0CK1DJ1Q1\", \"price\": \"$15.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set: - for Gravity Automatic Sea Salt Grinder Set Spice Pepper Shakers with Adjustable Coarseness USB Rechargeable Battery Power Peppercorn Mill\", \"asin\": \"B09HX5K351\", \"price\": \"$28.87\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"AmuseWit Gravity Electric Salt and Pepper Grinder Set of 2 [White Light] Battery Operated Automatic Pepper and Salt Mills with Light,Adjustable Coarseness,One Handed Operation,Black\", \"asin\": \"B07S2YFFP3\", \"price\": \"$19.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:32:02.458Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T07:32:02.458Z
|
click_product
|
B0DJSQQ1ZW
|
rule
|
train
| 3,078
|
2025-04-15T07:32:02.458Z
|
click_product
|
B0DJSQQ1ZW
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
{"timestamp": "2025-04-10T22:03:39.758Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:03:57.421Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-10T22:04:10.725Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:04:43.245Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:04:59.155Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:05:02.300Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:02.314Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.214Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.236Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:10.722Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:05:49.762Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:06:10.885Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:10:36.499Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T07:30:17.610Z", "action": "input", "action_argument": "pepper grinder"}
{"timestamp": "2025-04-15T07:30:19.634Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T07:30:50.868Z", "action": "input", "action_argument": "salt and p"}
{"timestamp": "2025-04-15T07:30:50.962Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "salt and pepper grinder set"}],
"cart_items": [{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$621.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$534.99", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$496.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"promotion_items": [{"title": "Electric Salt & Pepper Grinder Set (2 Pack) \u2013 USB Rechargeable, Adjustable Coarseness, One-Handed Operation with LED Light \u2013 Automatic Spice Mill Shaker for Kitchen, Dining, or Camping", "asin": "B0D6Y72LTQ", "price": "$21.95", "quantity": ""},
{"title": "Home Hero Electric Salt and Pepper Grinder Set - Automatic Salt and Pepper Grinder Set Rechargeable. Electronic Salt and Pepper Shakers with LED Light, Electric Pepper Grinder & Salt Grinder, Set of 2", "asin": "B0BKH17CG9", "price": "$29.99", "quantity": ""},
{"title": "Electric Salt and Pepper Grinder Set \u2014 Gravity Rechargeable Salt Pepper Grinder with Charging Base and LED Light, Adjustable Coarseness, Large Capacity, One-handed Operation Salt Pepper Mills", "asin": "B0CFQG1726", "price": "$22.99", "quantity": ""},
{"title": "CIRCLE JOY Rechargeable Electric Salt and Pepper Grinder Set with Base, Automatic Pepper Mills with 110ml Container, External Adjustable Coarseness, White Led Light and One-Handed Operation, Black", "asin": "B0DL378GDH", "price": "$19.99", "quantity": ""},
{"title": "CIRCLE JOY Electric Salt and Pepper Grinder Set Rechargeable Salt and Pepper Mills with 6-Level External Adjustable Coarseness, White LED Light and Storage Base, Black", "asin": "B0D1XVRY25", "price": "$16.99", "quantity": ""},
{"title": "FORLIM 2-Speed Gravity Electric Salt and Pepper Grinder Set, 800mAh Rechargeable, Upgraded Auto-Reverse Clean After Stop, Pepper Shakes with White LED, Ceramic Grinding Core, Black & White", "asin": "B0DMP7C7NT", "price": "$26.99", "quantity": ""},
{"title": "Electric Salt & Pepper Grinder Set (2 Pack) \u2013 USB Rechargeable, Adjustable Coarseness, One-Handed Operation with LED Light \u2013 Automatic Spice Mill Shaker for Kitchen, Dining, or Camping", "asin": "B0D6Y72LTQ", "price": "$21.95", "quantity": ""},
{"title": "Electric Salt and Pepper Grinder Set, USB Rechargeable, Automatic Salt and Pepper Mill Grinder with Adjustable Coarseness, Electric Salt Shakers, LED Light, Refillable (2 Packs, Sage)", "asin": "B0BW9V3FXN", "price": "$47.49", "quantity": ""},
{"title": "Electric Salt and Pepper Grinder Set with LED Power Indicator, 5-Level Grind Adjustment, Upgraded Capacity Rechargeable Salt and Pepper Shakers Set with Storage Base, LED Lighting for Kitchen", "asin": "B0DQXRLWN2", "price": "$39.99", "quantity": ""},
{"title": "CIRCLE JOY Rechargeable Electric Salt and Pepper Grinder Set with Base, Automatic Pepper Mills with 110ml Container, External Adjustable Coarseness, White Led Light and One-Handed Operation, Black", "asin": "B0DL378GDH", "price": "$19.99", "quantity": ""}],
"search_results": [{"title": "CIRCLE JOY Electric Salt and Pepper Grinder Set Rechargeable Salt and Pepper Mills with 6-Level External Adjustable Coarseness, White LED Light and Storage Base, Black", "asin": "B0D1XVRY25", "price": "$16.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "CIRCLE JOY Rechargeable Electric Salt and Pepper Grinder Set with Base, Automatic Pepper Mills with 110ml Container, External Adjustable Coarseness, White Led Light and One-Handed Operation, Black", "asin": "B0DL378GDH", "price": "$19.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Electric Salt & Pepper Grinder Set (2 Pack) \u2013 USB Rechargeable, Adjustable Coarseness, One-Handed Operation with LED Light \u2013 Automatic Spice Mill Shaker for Kitchen, Dining, or Camping", "asin": "B0D6Y72LTQ", "price": "$21.95", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "CIRCLE JOY Gravity Electric Salt and Pepper Grinder Set Automatic Salt and Pepper Grinder Set with LED Light, Battery Operated, Adjustable Coarseness, Large Capacity, for Home Kitchen BBQ", "asin": "B0DFY5TNFX", "price": "$14.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "FORLIM Electric Salt and Pepper Grinder Set, USB Rechargeable, Automatic Salt Pepper Mill Grinder with Dust Cover, One-Button Control, Adjustable Coarseness, Warm LED Light (2 Packs, Black&White)", "asin": "B0CQWHPL4S", "price": "$21.59", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Electric Salt and Pepper Grinder Set Automatic Battery Pepper Mill Shakers Adjustable Coarseness Easy Filling Upgraded Larger Capacity with Led (2 Pack Black/Black\uff09", "asin": "B0DJSQQ1ZW", "price": "$24.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Salt and Pepper Grinder Set with Wooden Standing Tray, Refillable Pepper Mill Set - Brushed Stainless Steel - Short Glass Shakers with Adjustable Coarseness for Peppercorn, Salt or Spice Mills", "asin": "B086JL48W4", "price": "$12.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Home EC Premium Stainless Steel Sea Salt and Pepper Grinder Set of 2 - Adjustable Ceramic - Tall Glass Salt and Pepper Shakers - Kitchen Spice Mill W/Funnel & EBook", "asin": "B01N1PSWSB", "price": "$18.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch", "asin": "B0DRXKLW49", "price": "$27.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "Sweet Alice Gravity Electric Pepper and Salt Grinder Set, Adjustable Coarseness, Battery Powered with LED Light, One Hand Automatic Operation, Stainless Steel Black, 2 Pack", "asin": "B085NDYY1P", "price": "$19.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Electric Salt & Pepper Grinder Set (2 Pack) \u2013 USB Rechargeable, Adjustable Coarseness, One-Handed Operation with LED Light \u2013 Automatic Spice Mill Shaker for Kitchen, Dining, or Camping", "asin": "B0D6Y72LTQ", "price": "$21.95", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Electric Salt and Pepper Grinder Set, Rechargeable Automatic Pepper Mill Grinder with LED Light, Adjustable Coarseness shakers, One-Hand Operation for Kitchen(2 Pack,Black+White)", "asin": "B0BQYVNKRV", "price": "$23.86", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Gravity Electric Salt and Pepper Grinder Set, Adjustable Coarseness Rechargeable Automatic Pepper and Salt Mills One Handed Operation 2pcs,White", "asin": "B0DFSVDXFR", "price": "$19.89", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "FORLIM 2-Speed Gravity Electric Salt and Pepper Grinder Set, 800mAh Rechargeable, Upgraded Auto-Reverse Clean After Stop, Pepper Shakes with White LED, Ceramic Grinding Core, Black & White", "asin": "B0DMP7C7NT", "price": "$26.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Electric Salt and Pepper Grinder Set Rechargeable, Yumcian Automatic Shakers Set with Adjustable Coarseness and LED Light, Stainless Steel Mill Set, Upgraded Larger Capacity", "asin": "B0D4DPFLBQ", "price": "$28.49", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "CIRCLE JOY Gravity Electric Salt and Pepper Grinder Set Automatic Salt and Pepper Grinder Set with LED Light, Battery Operated, Adjustable Coarseness, Large Capacity, for Home Kitchen BBQ", "asin": "B0DFY5TNFX", "price": "$14.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Premium Salt and Pepper Grinder Set of 2 - Two Refillable Stainless Steel Sea Salt & Spice Shakers with Adjustable Coarse Mills - Easy Clean Ceramic Grinders w/BONUS Silicone Funnel & Cleaning Brush", "asin": "B09SVMXBYC", "price": "$15.97", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Beautiful Stainless Steel Salt and Pepper Grinder Set of 2 - Pepper Mill & Salt Mill with Adjustable Coarseness - Glass Spice Shakers - Easy Clean Ceramic Grinders w/Spoon & Cleaning Brush", "asin": "B08613CYX4", "price": "$13.97", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Upgraded Larger Capacity Electric Salt and Pepper Grinder Set Rechargeable with LED lights, Stainless Steel Automatic Pepper and Salt Grinder Refillable with 5 Adjustable Coarseness", "asin": "B0BN1S7T6C", "price": "$49.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM"},
{"title": "Electric Salt and Pepper Grinder Set - Battery Operated Pepper Mill with Adjustable Coarseness - Automatic Salt Shakers with Light for Kitchen", "asin": "B0CK1DJ1Q1", "price": "$15.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Beautiful Stainless Steel Salt and Pepper Grinder Set of 2 - Pepper Mill & Salt Mill with Adjustable Coarseness - Glass Spice Shakers - Easy Clean Ceramic Grinders w/Spoon & Cleaning Brush", "asin": "B08613CYX4", "price": "$13.97", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Salt and Pepper Grinder Set - Adjustable Ceramic Grinder - Premium Spice Shaker - Condiments Dispenser - Easy to Refill - Wood and soft coated plastic - 6.2 x 2.2 inch (White and Grey)", "asin": "B0CG6GGL6G", "price": "$19.99", "delivery": "Two-Day FREE delivery Thu, Apr 17"},
{"title": "2Pack Electric Salt and Pepper Grinder Set USB Rechargeable with Warm LED Light, Adjustable Coarseness Lidaop Large Capacity Automatic Salt Pepper Mill Grinder for Kitchen, Restaurant, Outdoor, Black", "asin": "B0CHFRFHKY", "price": "$22.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Gravity Electric Salt and Pepper Grinder set of 2, Automatic Salt And Pepper Grinder Set, Adjustable Roughness, Battery Powered, LED Light, 2 Pack Set, (Black)", "asin": "B0CNW7XS4B", "price": "$13.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "McCormick Salt & Pepper Grinder Variety Pack, Himalayan Pink Salt, Sea Salt, Black Peppercorn, and Peppercorn Medley, 6.47 oz", "asin": "B07BQ4KKLR", "price": "$12.49", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Premium Acrylic Salt and Pepper Grinder Set, Manual Salt and Pepper Mills- Wooden Shakers with Adjustable Ceramic Core-Salt Grinder and Pepper Mill -8 Inches-Pack of 2", "asin": "B08DRD1MTY", "price": "$25.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM"},
{"title": "CIRCLE JOY Electric Salt and Pepper Grinder Set Rechargeable Salt and Pepper Mills with 6-Level External Adjustable Coarseness, White LED Light and Storage Base, Black", "asin": "B0D1XVRY25", "price": "$16.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Home EC Original Stainless Steel Sea Salt and Pepper Grinder Set of 2 - Adjustable Ceramic - Glass Salt and Pepper Shakers - Kitchen Pepper Mill & Salt Mill W/Funnel & EBook", "asin": "B074GRHTC5", "price": "$16.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Simple Deluxe Electric Salt and Pepper Grinder Set, One Hand Adjustable Coarseness, Battery Powered, Seasoning Tools for Kitchen, Dining or Gifts, Black", "asin": "B0D6R1KTSJ", "price": "$9.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Gulex\u00ae Salt and Pepper Grinder Set Pepper Mill, Sea Salt Shaker Refillable, Adjustable Coarseness, Stainless Steel with Ceramic Rotor (Set of 2)", "asin": "B09KRV5ZVX", "price": "$9.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Seasoning Bundle - 2 Items: McCormick Sea Salt Grinder 2.12 Oz. & Black Peppercorn Grinder 1.0 Oz", "asin": "B01K868DL8", "price": "$9.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Sangcon Gravity Electric Salt and Pepper Grinder Set Shakers - UPGRADED RECHARGEABLE 9OZ XL Capacity USB-C No Battery Needed - LED Light One Hand Operation, Adjustable Coarseness Automatic Mill Set", "asin": "B0C7842H3M", "price": "$22.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Rae Dunn Salt and Pepper Grinder Set of 2 - Bamboo Sea Salt Pepper Grinder - Classy Salt and Pepper Shakers - Pepper Mill & Salt Mill, Gray", "asin": "B0CW24XL3N", "price": "$10.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "CIRCLE JOY Rechargeable Electric Salt and Pepper Grinder Set with Base, Stainless Steel Pepper Mills with 95ml Container, White LED Light and External Adjustable Coarseness, Silver", "asin": "B0CCL983KD", "price": "$24.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Soeos Himalayan Pink Salt 39 oz + Whole Black Peppercorns 18 oz, Coarse Grain, Kosher Salt for Grinder Refill, Salt and Pepper Grinder, Non-GMO Verified, Spice Seasoning Set for Cooking", "asin": "B07ZQQSV8N", "price": "$20.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "OXO Good Grips Salt and Pepper Grinder Set, Stainless Steel", "asin": "B001CDP5UO", "price": "$43.30", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Gulex\u00ae Salt and Pepper Grinder Set, Pepper Mill, Sea Salt Shaker Grinder Refillable, Adjustable Coarseness, Stainless Steel with Ceramic Rotor(Seasoning not included)", "asin": "B0CVXC9XGV", "price": "$9.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Customized Coarseness, Crafted of Solid Acacia Wood with Ceramic/Stainless Steel Core, 8 Inches Each", "asin": "B09YJYX6BG", "price": "$29.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM"},
{"title": "Electric Salt and Pepper Grinder set of 2, Automatic Salt and Pepper Mill Grinder, Adjustable Roughness, Battery Powered with Blue LED Light, Stainless Steel with One Hand Operation (Sliver)", "asin": "B09G28KQH7", "price": "$16.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Salt and Pepper Grinder Set - Refillable Grinder Adjustable Coarseness of Pepper Salt Spice Stainless Steel Mills Glass 6oz\uff082 Pack\uff09", "asin": "B0B1QNSKPC", "price": "$15.98", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack", "asin": "B08DFF7LDM", "price": "$20.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)", "asin": "B0DSTGC7YZ", "price": "$34.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "Electric Salt and Pepper Grinder Set - Battery Operated Stainless Steel Mill with Light (2 Mills) - Automatic One Handed Operation - Electronic Adjustable Shakers - Ceramic Grinders", "asin": "B07WK8HK56", "price": "$35.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "Willow & Everett Salt & Pepper Grinder Set - Stainless Steel Manual Mills, Peppercorns & Rock Salt Sold Separately, Refillable Adjustable Coarseness", "asin": "B01N33U6Y5", "price": "$16.11", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Haomacro Electric Salt and Pepper Grinder Set, Automatic Rechargeable Salt Pepper Mills with Adjustable Coarseness And LED Light, One Hand Operated Spice Grinder Shaker Set for Kitchen (Black - 2 PCS)", "asin": "B0DKDQ7W5N", "price": "$27.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "Home Hero Automatic Salt and Pepper Grinder Set (2 Pack) - USB Rechargeable Gravity Electric Salt and Pepper Grinder Set with LED Light, Adjustable Coarseness, One Hand Operation (Black & White)", "asin": "B0D8QMPXKB", "price": "$22.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Gravity Electric Salt And Pepper Grinder Set, Automatic Salt And Pepper Grinder Set, Battery Powered (6 AAA Batteries Each), Adjustable Roughness, LED Light, 2 Pack, (Black)", "asin": "B0DQZLZ7Y6", "price": "$10.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Electric Salt and Pepper Grinder Set \u2014 Automatic Rechargeable Salt / Pepper Grinder with Charging Base and LED Light, Adjustable Coarseness, Large Capacity, One-handed Operation Salt Pepper Mills", "asin": "B0D46M93TG", "price": "$42.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "Gravity Electric Salt and Pepper Grinder Set, Automatic and Battery-Operated with Adjustable Coarseness, LED Light, One Hand Operated By Rongyuxuan", "asin": "B07X7MMH8Q", "price": "$14.94", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "CIRCLE JOY Manual Salt and Pepper Grinder Set For Professional Chef, Refillable Salt and Pepper Shakers with Ceramic Blades, Adjustable Coarseness and BPA-free 180ml Glass Container, Tall Black White", "asin": "B0D2MDK7QK", "price": "$6.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Electric Salt and Pepper Grinder Set, Rechargeable Salt and Pepper Shakers Refillable, Automatic Pepper Mill with Adjustable Coarseness, One Hand Operation with LED light, Stainless Steel", "asin": "B0CM3MP3LV", "price": "$39.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "Wood Salt and Pepper Grinder Set, Salt Mill Pepper Grinder Set, Pepper Mill, Salt Shakers with Adjustable Ceramic Rotor- Oak Wood Pepper Grinder for Your Kitchen 8 inches - Pack of 2", "asin": "B07C9TVC17", "price": "$17.42", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Gravity Electric Salt and Pepper Grinder Set - USB Rechargeable Automatic Grinder - Generous Capacity - Adjustable Fineness - One Handed Operation, Stainless Steel Construction, LED Light", "asin": "B0C5C85XDD", "price": "$59.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Cole & Mason Derwent Grinder Set - Precision Mechanisms and Sea Salt and Peppercorns - Derwant Salt and Pepper, Stainless Steel", "asin": "B0099V31D4", "price": "$99.95", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Rechargeable Electric Salt and Pepper Grinder Set with Double Charging Base, Support Battery Operated, Refillable Spice Automatic Mill Shakers Set with Adjustable Coarseness and LED Light", "asin": "B0B8N2KKZC", "price": "$29.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Electric Salt and Pepper Grinder Set, New Rechargeable Salt and Pepper Mill with 4*Rechargeable Batteries, Charging Base, White Light, One Hand Automatic Operation, Black, 2Pack", "asin": "B0BQVVSBCB", "price": "$23.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Salt and Pepper Grinders Set,Ouktor Manual Wooden Salt and Pepper Mills Shakers, Ceramic Rotor with Strong Adjustable Coarseness (5.5inch)", "asin": "B07JH276KY", "price": "$11.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Electric Salt and Pepper Grinder Set - Battery Operated Pepper Mill with Adjustable Coarseness - Automatic Salt Shakers with Light for Kitchen", "asin": "B0CK1DJ1Q1", "price": "$15.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Electric Salt and Pepper Grinder Set: - for Gravity Automatic Sea Salt Grinder Set Spice Pepper Shakers with Adjustable Coarseness USB Rechargeable Battery Power Peppercorn Mill", "asin": "B09HX5K351", "price": "$28.87", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "AmuseWit Gravity Electric Salt and Pepper Grinder Set of 2 [White Light] Battery Operated Automatic Pepper and Salt Mills with Light,Adjustable Coarseness,One Handed Operation,Black", "asin": "B07S2YFFP3", "price": "$19.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T07:32:02.458Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T07:32:02.458Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DJSQQ1ZW\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T07:32:02.458Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DJSQQ1ZW\",}</answer>",
"index": 3078,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", 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6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Salt and Pepper Grinder Set - Refillable Grinder Adjustable Coarseness of Pepper Salt Spice Stainless Steel Mills Glass 6oz\\uff082 Pack\\uff09\", \"asin\": \"B0B1QNSKPC\", \"price\": \"$15.98\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set - Battery Operated Stainless Steel Mill with Light (2 Mills) - Automatic One Handed Operation - Electronic Adjustable Shakers - Ceramic Grinders\", \"asin\": \"B07WK8HK56\", \"price\": \"$35.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Willow & Everett Salt & Pepper Grinder Set - Stainless Steel Manual Mills, Peppercorns & Rock Salt Sold Separately, Refillable Adjustable Coarseness\", \"asin\": \"B01N33U6Y5\", \"price\": \"$16.11\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Haomacro Electric Salt and Pepper Grinder Set, Automatic Rechargeable Salt Pepper Mills with Adjustable Coarseness And LED Light, One Hand Operated Spice Grinder Shaker Set for Kitchen (Black - 2 PCS)\", \"asin\": \"B0DKDQ7W5N\", \"price\": \"$27.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Home Hero Automatic Salt and Pepper Grinder Set (2 Pack) - USB Rechargeable Gravity Electric Salt and Pepper Grinder Set with LED Light, Adjustable Coarseness, One Hand Operation (Black & White)\", \"asin\": \"B0D8QMPXKB\", \"price\": \"$22.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gravity Electric Salt And Pepper Grinder Set, Automatic Salt And Pepper Grinder Set, Battery Powered (6 AAA Batteries Each), Adjustable Roughness, LED Light, 2 Pack, (Black)\", \"asin\": \"B0DQZLZ7Y6\", \"price\": \"$10.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set \\u2014 Automatic Rechargeable Salt / Pepper Grinder with Charging Base and LED Light, Adjustable Coarseness, Large Capacity, One-handed Operation Salt Pepper Mills\", \"asin\": \"B0D46M93TG\", \"price\": \"$42.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Gravity Electric Salt and Pepper Grinder Set, Automatic and Battery-Operated with Adjustable Coarseness, LED Light, One Hand Operated By Rongyuxuan\", \"asin\": \"B07X7MMH8Q\", \"price\": \"$14.94\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"CIRCLE JOY Manual Salt and Pepper Grinder Set For Professional Chef, Refillable Salt and Pepper Shakers with Ceramic Blades, Adjustable Coarseness and BPA-free 180ml Glass Container, Tall Black White\", \"asin\": \"B0D2MDK7QK\", \"price\": \"$6.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, Rechargeable Salt and Pepper Shakers Refillable, Automatic Pepper Mill with Adjustable Coarseness, One Hand Operation with LED light, Stainless Steel\", \"asin\": \"B0CM3MP3LV\", \"price\": \"$39.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Wood Salt and Pepper Grinder Set, Salt Mill Pepper Grinder Set, Pepper Mill, Salt Shakers with Adjustable Ceramic Rotor- Oak Wood Pepper Grinder for Your Kitchen 8 inches - Pack of 2\", \"asin\": \"B07C9TVC17\", \"price\": \"$17.42\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gravity Electric Salt and Pepper Grinder Set - USB Rechargeable Automatic Grinder - Generous Capacity - Adjustable Fineness - One Handed Operation, Stainless Steel Construction, LED Light\", \"asin\": \"B0C5C85XDD\", \"price\": \"$59.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Cole & Mason Derwent Grinder Set - Precision Mechanisms and Sea Salt and Peppercorns - Derwant Salt and Pepper, Stainless Steel\", \"asin\": \"B0099V31D4\", \"price\": \"$99.95\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Rechargeable Electric Salt and Pepper Grinder Set with Double Charging Base, Support Battery Operated, Refillable Spice Automatic Mill Shakers Set with Adjustable Coarseness and LED Light\", \"asin\": \"B0B8N2KKZC\", \"price\": \"$29.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, New Rechargeable Salt and Pepper Mill with 4*Rechargeable Batteries, Charging Base, White Light, One Hand Automatic Operation, Black, 2Pack\", \"asin\": \"B0BQVVSBCB\", \"price\": \"$23.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Salt and Pepper Grinders Set,Ouktor Manual Wooden Salt and Pepper Mills Shakers, Ceramic Rotor with Strong Adjustable Coarseness (5.5inch)\", \"asin\": \"B07JH276KY\", \"price\": \"$11.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set - Battery Operated Pepper Mill with Adjustable Coarseness - Automatic Salt Shakers with Light for Kitchen\", \"asin\": \"B0CK1DJ1Q1\", \"price\": \"$15.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set: - for Gravity Automatic Sea Salt Grinder Set Spice Pepper Shakers with Adjustable Coarseness USB Rechargeable Battery Power Peppercorn Mill\", \"asin\": \"B09HX5K351\", \"price\": \"$28.87\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"AmuseWit Gravity Electric Salt and Pepper Grinder Set of 2 [White Light] Battery Operated Automatic Pepper and Salt Mills with Light,Adjustable Coarseness,One Handed Operation,Black\", \"asin\": \"B07S2YFFP3\", \"price\": \"$19.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:32:02.458Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T07:30:17.610Z\", \"action\": \"input\", \"action_argument\": \"pepper grinder\"}\n{\"timestamp\": \"2025-04-15T07:30:19.634Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T07:30:50.868Z\", \"action\": \"input\", \"action_argument\": \"salt and p\"}\n{\"timestamp\": \"2025-04-15T07:30:50.962Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T07:32:02.458Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJSQQ1ZW\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"salt and pepper grinder set\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$621.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$534.99\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$496.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Electric Salt & Pepper Grinder Set (2 Pack) \\u2013 USB Rechargeable, Adjustable Coarseness, One-Handed Operation with LED Light \\u2013 Automatic Spice Mill Shaker for Kitchen, Dining, or Camping\", \"asin\": \"B0D6Y72LTQ\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"Home Hero Electric Salt and Pepper Grinder Set - Automatic Salt and Pepper Grinder Set Rechargeable. Electronic Salt and Pepper Shakers with LED Light, Electric Pepper Grinder & Salt Grinder, Set of 2\", \"asin\": \"B0BKH17CG9\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set \\u2014 Gravity Rechargeable Salt Pepper Grinder with Charging Base and LED Light, Adjustable Coarseness, Large Capacity, One-handed Operation Salt Pepper Mills\", \"asin\": \"B0CFQG1726\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"CIRCLE JOY Rechargeable Electric Salt and Pepper Grinder Set with Base, Automatic Pepper Mills with 110ml Container, External Adjustable Coarseness, White Led Light and One-Handed Operation, Black\", \"asin\": \"B0DL378GDH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"CIRCLE JOY Electric Salt and Pepper Grinder Set Rechargeable Salt and Pepper Mills with 6-Level External Adjustable Coarseness, White LED Light and Storage Base, Black\", \"asin\": \"B0D1XVRY25\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"FORLIM 2-Speed Gravity Electric Salt and Pepper Grinder Set, 800mAh Rechargeable, Upgraded Auto-Reverse Clean After Stop, Pepper Shakes with White LED, Ceramic Grinding Core, Black & White\", \"asin\": \"B0DMP7C7NT\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Electric Salt & Pepper Grinder Set (2 Pack) \\u2013 USB Rechargeable, Adjustable Coarseness, One-Handed Operation with LED Light \\u2013 Automatic Spice Mill Shaker for Kitchen, Dining, or Camping\", \"asin\": \"B0D6Y72LTQ\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, USB Rechargeable, Automatic Salt and Pepper Mill Grinder with Adjustable Coarseness, Electric Salt Shakers, LED Light, Refillable (2 Packs, Sage)\", \"asin\": \"B0BW9V3FXN\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set with LED Power Indicator, 5-Level Grind Adjustment, Upgraded Capacity Rechargeable Salt and Pepper Shakers Set with Storage Base, LED Lighting for Kitchen\", \"asin\": \"B0DQXRLWN2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"CIRCLE JOY Rechargeable Electric Salt and Pepper Grinder Set with Base, Automatic Pepper Mills with 110ml Container, External Adjustable Coarseness, White Led Light and One-Handed Operation, Black\", \"asin\": \"B0DL378GDH\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"CIRCLE JOY Electric Salt and Pepper Grinder Set Rechargeable Salt and Pepper Mills with 6-Level External Adjustable Coarseness, White LED Light and Storage Base, Black\", \"asin\": \"B0D1XVRY25\", \"price\": \"$16.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"CIRCLE JOY Rechargeable Electric Salt and Pepper Grinder Set with Base, Automatic Pepper Mills with 110ml Container, External Adjustable Coarseness, White Led Light and One-Handed Operation, Black\", \"asin\": \"B0DL378GDH\", \"price\": \"$19.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Salt & Pepper Grinder Set (2 Pack) \\u2013 USB Rechargeable, Adjustable Coarseness, One-Handed Operation with LED Light \\u2013 Automatic Spice Mill Shaker for Kitchen, Dining, or Camping\", \"asin\": \"B0D6Y72LTQ\", \"price\": \"$21.95\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"CIRCLE JOY Gravity Electric Salt and Pepper Grinder Set Automatic Salt and Pepper Grinder Set with LED Light, Battery Operated, Adjustable Coarseness, Large Capacity, for Home Kitchen BBQ\", \"asin\": \"B0DFY5TNFX\", \"price\": \"$14.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"FORLIM Electric Salt and Pepper Grinder Set, USB Rechargeable, Automatic Salt Pepper Mill Grinder with Dust Cover, One-Button Control, Adjustable Coarseness, Warm LED Light (2 Packs, Black&White)\", \"asin\": \"B0CQWHPL4S\", \"price\": \"$21.59\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set Automatic Battery Pepper Mill Shakers Adjustable Coarseness Easy Filling Upgraded Larger Capacity with Led (2 Pack Black/Black\\uff09\", \"asin\": \"B0DJSQQ1ZW\", \"price\": \"$24.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Salt and Pepper Grinder Set with Wooden Standing Tray, Refillable Pepper Mill Set - Brushed Stainless Steel - Short Glass Shakers with Adjustable Coarseness for Peppercorn, Salt or Spice Mills\", \"asin\": \"B086JL48W4\", \"price\": \"$12.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Home EC Premium Stainless Steel Sea Salt and Pepper Grinder Set of 2 - Adjustable Ceramic - Tall Glass Salt and Pepper Shakers - Kitchen Spice Mill W/Funnel & EBook\", \"asin\": \"B01N1PSWSB\", \"price\": \"$18.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\", \"asin\": \"B0DRXKLW49\", \"price\": \"$27.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Sweet Alice Gravity Electric Pepper and Salt Grinder Set, Adjustable Coarseness, Battery Powered with LED Light, One Hand Automatic Operation, Stainless Steel Black, 2 Pack\", \"asin\": \"B085NDYY1P\", \"price\": \"$19.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Salt & Pepper Grinder Set (2 Pack) \\u2013 USB Rechargeable, Adjustable Coarseness, One-Handed Operation with LED Light \\u2013 Automatic Spice Mill Shaker for Kitchen, Dining, or Camping\", \"asin\": \"B0D6Y72LTQ\", \"price\": \"$21.95\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, Rechargeable Automatic Pepper Mill Grinder with LED Light, Adjustable Coarseness shakers, One-Hand Operation for Kitchen(2 Pack,Black+White)\", \"asin\": \"B0BQYVNKRV\", \"price\": \"$23.86\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gravity Electric Salt and Pepper Grinder Set, Adjustable Coarseness Rechargeable Automatic Pepper and Salt Mills One Handed Operation 2pcs,White\", \"asin\": \"B0DFSVDXFR\", \"price\": \"$19.89\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"FORLIM 2-Speed Gravity Electric Salt and Pepper Grinder Set, 800mAh Rechargeable, Upgraded Auto-Reverse Clean After Stop, Pepper Shakes with White LED, Ceramic Grinding Core, Black & White\", \"asin\": \"B0DMP7C7NT\", \"price\": \"$26.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set Rechargeable, Yumcian Automatic Shakers Set with Adjustable Coarseness and LED Light, Stainless Steel Mill Set, Upgraded Larger Capacity\", \"asin\": \"B0D4DPFLBQ\", \"price\": \"$28.49\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"CIRCLE JOY Gravity Electric Salt and Pepper Grinder Set Automatic Salt and Pepper Grinder Set with LED Light, Battery Operated, Adjustable Coarseness, Large Capacity, for Home Kitchen BBQ\", \"asin\": \"B0DFY5TNFX\", \"price\": \"$14.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Premium Salt and Pepper Grinder Set of 2 - Two Refillable Stainless Steel Sea Salt & Spice Shakers with Adjustable Coarse Mills - Easy Clean Ceramic Grinders w/BONUS Silicone Funnel & Cleaning Brush\", \"asin\": \"B09SVMXBYC\", \"price\": \"$15.97\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Beautiful Stainless Steel Salt and Pepper Grinder Set of 2 - Pepper Mill & Salt Mill with Adjustable Coarseness - Glass Spice Shakers - Easy Clean Ceramic Grinders w/Spoon & Cleaning Brush\", \"asin\": \"B08613CYX4\", \"price\": \"$13.97\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Upgraded Larger Capacity Electric Salt and Pepper Grinder Set Rechargeable with LED lights, Stainless Steel Automatic Pepper and Salt Grinder Refillable with 5 Adjustable Coarseness\", \"asin\": \"B0BN1S7T6C\", \"price\": \"$49.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set - Battery Operated Pepper Mill with Adjustable Coarseness - Automatic Salt Shakers with Light for Kitchen\", \"asin\": \"B0CK1DJ1Q1\", \"price\": \"$15.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Beautiful Stainless Steel Salt and Pepper Grinder Set of 2 - Pepper Mill & Salt Mill with Adjustable Coarseness - Glass Spice Shakers - Easy Clean Ceramic Grinders w/Spoon & Cleaning Brush\", \"asin\": \"B08613CYX4\", \"price\": \"$13.97\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Salt and Pepper Grinder Set - Adjustable Ceramic Grinder - Premium Spice Shaker - Condiments Dispenser - Easy to Refill - Wood and soft coated plastic - 6.2 x 2.2 inch (White and Grey)\", \"asin\": \"B0CG6GGL6G\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Thu, Apr 17\"},\n{\"title\": \"2Pack Electric Salt and Pepper Grinder Set USB Rechargeable with Warm LED Light, Adjustable Coarseness Lidaop Large Capacity Automatic Salt Pepper Mill Grinder for Kitchen, Restaurant, Outdoor, Black\", \"asin\": \"B0CHFRFHKY\", \"price\": \"$22.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gravity Electric Salt and Pepper Grinder set of 2, Automatic Salt And Pepper Grinder Set, Adjustable Roughness, Battery Powered, LED Light, 2 Pack Set, (Black)\", \"asin\": \"B0CNW7XS4B\", \"price\": \"$13.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"McCormick Salt & Pepper Grinder Variety Pack, Himalayan Pink Salt, Sea Salt, Black Peppercorn, and Peppercorn Medley, 6.47 oz\", \"asin\": \"B07BQ4KKLR\", \"price\": \"$12.49\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Premium Acrylic Salt and Pepper Grinder Set, Manual Salt and Pepper Mills- Wooden Shakers with Adjustable Ceramic Core-Salt Grinder and Pepper Mill -8 Inches-Pack of 2\", \"asin\": \"B08DRD1MTY\", \"price\": \"$25.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM\"},\n{\"title\": \"CIRCLE JOY Electric Salt and Pepper Grinder Set Rechargeable Salt and Pepper Mills with 6-Level External Adjustable Coarseness, White LED Light and Storage Base, Black\", \"asin\": \"B0D1XVRY25\", \"price\": \"$16.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Home EC Original Stainless Steel Sea Salt and Pepper Grinder Set of 2 - Adjustable Ceramic - Glass Salt and Pepper Shakers - Kitchen Pepper Mill & Salt Mill W/Funnel & EBook\", \"asin\": \"B074GRHTC5\", \"price\": \"$16.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Simple Deluxe Electric Salt and Pepper Grinder Set, One Hand Adjustable Coarseness, Battery Powered, Seasoning Tools for Kitchen, Dining or Gifts, Black\", \"asin\": \"B0D6R1KTSJ\", \"price\": \"$9.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gulex\\u00ae Salt and Pepper Grinder Set Pepper Mill, Sea Salt Shaker Refillable, Adjustable Coarseness, Stainless Steel with Ceramic Rotor (Set of 2)\", \"asin\": \"B09KRV5ZVX\", \"price\": \"$9.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Seasoning Bundle - 2 Items: McCormick Sea Salt Grinder 2.12 Oz. & Black Peppercorn Grinder 1.0 Oz\", \"asin\": \"B01K868DL8\", \"price\": \"$9.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Sangcon Gravity Electric Salt and Pepper Grinder Set Shakers - UPGRADED RECHARGEABLE 9OZ XL Capacity USB-C No Battery Needed - LED Light One Hand Operation, Adjustable Coarseness Automatic Mill Set\", \"asin\": \"B0C7842H3M\", \"price\": \"$22.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Rae Dunn Salt and Pepper Grinder Set of 2 - Bamboo Sea Salt Pepper Grinder - Classy Salt and Pepper Shakers - Pepper Mill & Salt Mill, Gray\", \"asin\": \"B0CW24XL3N\", \"price\": \"$10.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"CIRCLE JOY Rechargeable Electric Salt and Pepper Grinder Set with Base, Stainless Steel Pepper Mills with 95ml Container, White LED Light and External Adjustable Coarseness, Silver\", \"asin\": \"B0CCL983KD\", \"price\": \"$24.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Soeos Himalayan Pink Salt 39 oz + Whole Black Peppercorns 18 oz, Coarse Grain, Kosher Salt for Grinder Refill, Salt and Pepper Grinder, Non-GMO Verified, Spice Seasoning Set for Cooking\", \"asin\": \"B07ZQQSV8N\", \"price\": \"$20.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"OXO Good Grips Salt and Pepper Grinder Set, Stainless Steel\", \"asin\": \"B001CDP5UO\", \"price\": \"$43.30\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Gulex\\u00ae Salt and Pepper Grinder Set, Pepper Mill, Sea Salt Shaker Grinder Refillable, Adjustable Coarseness, Stainless Steel with Ceramic Rotor(Seasoning not included)\", \"asin\": \"B0CVXC9XGV\", \"price\": \"$9.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Customized Coarseness, Crafted of Solid Acacia Wood with Ceramic/Stainless Steel Core, 8 Inches Each\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM\"},\n{\"title\": \"Electric Salt and Pepper Grinder set of 2, Automatic Salt and Pepper Mill Grinder, Adjustable Roughness, Battery Powered with Blue LED Light, Stainless Steel with One Hand Operation (Sliver)\", \"asin\": \"B09G28KQH7\", \"price\": \"$16.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Salt and Pepper Grinder Set - Refillable Grinder Adjustable Coarseness of Pepper Salt Spice Stainless Steel Mills Glass 6oz\\uff082 Pack\\uff09\", \"asin\": \"B0B1QNSKPC\", \"price\": \"$15.98\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set - Battery Operated Stainless Steel Mill with Light (2 Mills) - Automatic One Handed Operation - Electronic Adjustable Shakers - Ceramic Grinders\", \"asin\": \"B07WK8HK56\", \"price\": \"$35.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Willow & Everett Salt & Pepper Grinder Set - Stainless Steel Manual Mills, Peppercorns & Rock Salt Sold Separately, Refillable Adjustable Coarseness\", \"asin\": \"B01N33U6Y5\", \"price\": \"$16.11\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Haomacro Electric Salt and Pepper Grinder Set, Automatic Rechargeable Salt Pepper Mills with Adjustable Coarseness And LED Light, One Hand Operated Spice Grinder Shaker Set for Kitchen (Black - 2 PCS)\", \"asin\": \"B0DKDQ7W5N\", \"price\": \"$27.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Home Hero Automatic Salt and Pepper Grinder Set (2 Pack) - USB Rechargeable Gravity Electric Salt and Pepper Grinder Set with LED Light, Adjustable Coarseness, One Hand Operation (Black & White)\", \"asin\": \"B0D8QMPXKB\", \"price\": \"$22.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gravity Electric Salt And Pepper Grinder Set, Automatic Salt And Pepper Grinder Set, Battery Powered (6 AAA Batteries Each), Adjustable Roughness, LED Light, 2 Pack, (Black)\", \"asin\": \"B0DQZLZ7Y6\", \"price\": \"$10.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set \\u2014 Automatic Rechargeable Salt / Pepper Grinder with Charging Base and LED Light, Adjustable Coarseness, Large Capacity, One-handed Operation Salt Pepper Mills\", \"asin\": \"B0D46M93TG\", \"price\": \"$42.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Gravity Electric Salt and Pepper Grinder Set, Automatic and Battery-Operated with Adjustable Coarseness, LED Light, One Hand Operated By Rongyuxuan\", \"asin\": \"B07X7MMH8Q\", \"price\": \"$14.94\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"CIRCLE JOY Manual Salt and Pepper Grinder Set For Professional Chef, Refillable Salt and Pepper Shakers with Ceramic Blades, Adjustable Coarseness and BPA-free 180ml Glass Container, Tall Black White\", \"asin\": \"B0D2MDK7QK\", \"price\": \"$6.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, Rechargeable Salt and Pepper Shakers Refillable, Automatic Pepper Mill with Adjustable Coarseness, One Hand Operation with LED light, Stainless Steel\", \"asin\": \"B0CM3MP3LV\", \"price\": \"$39.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Wood Salt and Pepper Grinder Set, Salt Mill Pepper Grinder Set, Pepper Mill, Salt Shakers with Adjustable Ceramic Rotor- Oak Wood Pepper Grinder for Your Kitchen 8 inches - Pack of 2\", \"asin\": \"B07C9TVC17\", \"price\": \"$17.42\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gravity Electric Salt and Pepper Grinder Set - USB Rechargeable Automatic Grinder - Generous Capacity - Adjustable Fineness - One Handed Operation, Stainless Steel Construction, LED Light\", \"asin\": \"B0C5C85XDD\", \"price\": \"$59.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Cole & Mason Derwent Grinder Set - Precision Mechanisms and Sea Salt and Peppercorns - Derwant Salt and Pepper, Stainless Steel\", \"asin\": \"B0099V31D4\", \"price\": \"$99.95\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Rechargeable Electric Salt and Pepper Grinder Set with Double Charging Base, Support Battery Operated, Refillable Spice Automatic Mill Shakers Set with Adjustable Coarseness and LED Light\", \"asin\": \"B0B8N2KKZC\", \"price\": \"$29.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, New Rechargeable Salt and Pepper Mill with 4*Rechargeable Batteries, Charging Base, White Light, One Hand Automatic Operation, Black, 2Pack\", \"asin\": \"B0BQVVSBCB\", \"price\": \"$23.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Salt and Pepper Grinders Set,Ouktor Manual Wooden Salt and Pepper Mills Shakers, Ceramic Rotor with Strong Adjustable Coarseness (5.5inch)\", \"asin\": \"B07JH276KY\", \"price\": \"$11.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set - Battery Operated Pepper Mill with Adjustable Coarseness - Automatic Salt Shakers with Light for Kitchen\", \"asin\": \"B0CK1DJ1Q1\", \"price\": \"$15.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set: - for Gravity Automatic Sea Salt Grinder Set Spice Pepper Shakers with Adjustable Coarseness USB Rechargeable Battery Power Peppercorn Mill\", \"asin\": \"B09HX5K351\", \"price\": \"$28.87\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"AmuseWit Gravity Electric Salt and Pepper Grinder Set of 2 [White Light] Battery Operated Automatic Pepper and Salt Mills with Light,Adjustable Coarseness,One Handed Operation,Black\", \"asin\": \"B07S2YFFP3\", \"price\": \"$19.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:33:31.522Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T07:33:31.522Z
|
click_product
|
B0DRXKLW49
|
rule
|
train
| 3,079
|
2025-04-15T07:33:31.522Z
|
click_product
|
B0DRXKLW49
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
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<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T07:30:17.610Z", "action": "input", "action_argument": "pepper grinder"}
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<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
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{"title": "Electric Salt and Pepper Grinder Set with LED Power Indicator, 5-Level Grind Adjustment, Upgraded Capacity Rechargeable Salt and Pepper Shakers Set with Storage Base, LED Lighting for Kitchen", "asin": "B0DQXRLWN2", "price": "$39.99", "quantity": ""},
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{"title": "FORLIM Electric Salt and Pepper Grinder Set, USB Rechargeable, Automatic Salt Pepper Mill Grinder with Dust Cover, One-Button Control, Adjustable Coarseness, Warm LED Light (2 Packs, Black&White)", "asin": "B0CQWHPL4S", "price": "$21.59", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Electric Salt and Pepper Grinder Set Automatic Battery Pepper Mill Shakers Adjustable Coarseness Easy Filling Upgraded Larger Capacity with Led (2 Pack Black/Black\uff09", "asin": "B0DJSQQ1ZW", "price": "$24.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Salt and Pepper Grinder Set with Wooden Standing Tray, Refillable Pepper Mill Set - Brushed Stainless Steel - Short Glass Shakers with Adjustable Coarseness for Peppercorn, Salt or Spice Mills", "asin": "B086JL48W4", "price": "$12.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Home EC Premium Stainless Steel Sea Salt and Pepper Grinder Set of 2 - Adjustable Ceramic - Tall Glass Salt and Pepper Shakers - Kitchen Spice Mill W/Funnel & EBook", "asin": "B01N1PSWSB", "price": "$18.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch", "asin": "B0DRXKLW49", "price": "$27.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "Sweet Alice Gravity Electric Pepper and Salt Grinder Set, Adjustable Coarseness, Battery Powered with LED Light, One Hand Automatic Operation, Stainless Steel Black, 2 Pack", "asin": "B085NDYY1P", "price": "$19.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Electric Salt & Pepper Grinder Set (2 Pack) \u2013 USB Rechargeable, Adjustable Coarseness, One-Handed Operation with LED Light \u2013 Automatic Spice Mill Shaker for Kitchen, Dining, or Camping", "asin": "B0D6Y72LTQ", "price": "$21.95", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Electric Salt and Pepper Grinder Set, Rechargeable Automatic Pepper Mill Grinder with LED Light, Adjustable Coarseness shakers, One-Hand Operation for Kitchen(2 Pack,Black+White)", "asin": "B0BQYVNKRV", "price": "$23.86", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Gravity Electric Salt and Pepper Grinder Set, Adjustable Coarseness Rechargeable Automatic Pepper and Salt Mills One Handed Operation 2pcs,White", "asin": "B0DFSVDXFR", "price": "$19.89", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "FORLIM 2-Speed Gravity Electric Salt and Pepper Grinder Set, 800mAh Rechargeable, Upgraded Auto-Reverse Clean After Stop, Pepper Shakes with White LED, Ceramic Grinding Core, Black & White", "asin": "B0DMP7C7NT", "price": "$26.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Electric Salt and Pepper Grinder Set Rechargeable, Yumcian Automatic Shakers Set with Adjustable Coarseness and LED Light, Stainless Steel Mill Set, Upgraded Larger Capacity", "asin": "B0D4DPFLBQ", "price": "$28.49", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "CIRCLE JOY Gravity Electric Salt and Pepper Grinder Set Automatic Salt and Pepper Grinder Set with LED Light, Battery Operated, Adjustable Coarseness, Large Capacity, for Home Kitchen BBQ", "asin": "B0DFY5TNFX", "price": "$14.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Premium Salt and Pepper Grinder Set of 2 - Two Refillable Stainless Steel Sea Salt & Spice Shakers with Adjustable Coarse Mills - Easy Clean Ceramic Grinders w/BONUS Silicone Funnel & Cleaning Brush", "asin": "B09SVMXBYC", "price": "$15.97", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Beautiful Stainless Steel Salt and Pepper Grinder Set of 2 - Pepper Mill & Salt Mill with Adjustable Coarseness - Glass Spice Shakers - Easy Clean Ceramic Grinders w/Spoon & Cleaning Brush", "asin": "B08613CYX4", "price": "$13.97", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Upgraded Larger Capacity Electric Salt and Pepper Grinder Set Rechargeable with LED lights, Stainless Steel Automatic Pepper and Salt Grinder Refillable with 5 Adjustable Coarseness", "asin": "B0BN1S7T6C", "price": "$49.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM"},
{"title": "Electric Salt and Pepper Grinder Set - Battery Operated Pepper Mill with Adjustable Coarseness - Automatic Salt Shakers with Light for Kitchen", "asin": "B0CK1DJ1Q1", "price": "$15.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Beautiful Stainless Steel Salt and Pepper Grinder Set of 2 - Pepper Mill & Salt Mill with Adjustable Coarseness - Glass Spice Shakers - Easy Clean Ceramic Grinders w/Spoon & Cleaning Brush", "asin": "B08613CYX4", "price": "$13.97", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Salt and Pepper Grinder Set - Adjustable Ceramic Grinder - Premium Spice Shaker - Condiments Dispenser - Easy to Refill - Wood and soft coated plastic - 6.2 x 2.2 inch (White and Grey)", "asin": "B0CG6GGL6G", "price": "$19.99", "delivery": "Two-Day FREE delivery Thu, Apr 17"},
{"title": "2Pack Electric Salt and Pepper Grinder Set USB Rechargeable with Warm LED Light, Adjustable Coarseness Lidaop Large Capacity Automatic Salt Pepper Mill Grinder for Kitchen, Restaurant, Outdoor, Black", "asin": "B0CHFRFHKY", "price": "$22.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Gravity Electric Salt and Pepper Grinder set of 2, Automatic Salt And Pepper Grinder Set, Adjustable Roughness, Battery Powered, LED Light, 2 Pack Set, (Black)", "asin": "B0CNW7XS4B", "price": "$13.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "McCormick Salt & Pepper Grinder Variety Pack, Himalayan Pink Salt, Sea Salt, Black Peppercorn, and Peppercorn Medley, 6.47 oz", "asin": "B07BQ4KKLR", "price": "$12.49", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Premium Acrylic Salt and Pepper Grinder Set, Manual Salt and Pepper Mills- Wooden Shakers with Adjustable Ceramic Core-Salt Grinder and Pepper Mill -8 Inches-Pack of 2", "asin": "B08DRD1MTY", "price": "$25.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM"},
{"title": "CIRCLE JOY Electric Salt and Pepper Grinder Set Rechargeable Salt and Pepper Mills with 6-Level External Adjustable Coarseness, White LED Light and Storage Base, Black", "asin": "B0D1XVRY25", "price": "$16.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Home EC Original Stainless Steel Sea Salt and Pepper Grinder Set of 2 - Adjustable Ceramic - Glass Salt and Pepper Shakers - Kitchen Pepper Mill & Salt Mill W/Funnel & EBook", "asin": "B074GRHTC5", "price": "$16.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Simple Deluxe Electric Salt and Pepper Grinder Set, One Hand Adjustable Coarseness, Battery Powered, Seasoning Tools for Kitchen, Dining or Gifts, Black", "asin": "B0D6R1KTSJ", "price": "$9.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Gulex\u00ae Salt and Pepper Grinder Set Pepper Mill, Sea Salt Shaker Refillable, Adjustable Coarseness, Stainless Steel with Ceramic Rotor (Set of 2)", "asin": "B09KRV5ZVX", "price": "$9.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Seasoning Bundle - 2 Items: McCormick Sea Salt Grinder 2.12 Oz. & Black Peppercorn Grinder 1.0 Oz", "asin": "B01K868DL8", "price": "$9.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Sangcon Gravity Electric Salt and Pepper Grinder Set Shakers - UPGRADED RECHARGEABLE 9OZ XL Capacity USB-C No Battery Needed - LED Light One Hand Operation, Adjustable Coarseness Automatic Mill Set", "asin": "B0C7842H3M", "price": "$22.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Rae Dunn Salt and Pepper Grinder Set of 2 - Bamboo Sea Salt Pepper Grinder - Classy Salt and Pepper Shakers - Pepper Mill & Salt Mill, Gray", "asin": "B0CW24XL3N", "price": "$10.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "CIRCLE JOY Rechargeable Electric Salt and Pepper Grinder Set with Base, Stainless Steel Pepper Mills with 95ml Container, White LED Light and External Adjustable Coarseness, Silver", "asin": "B0CCL983KD", "price": "$24.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Soeos Himalayan Pink Salt 39 oz + Whole Black Peppercorns 18 oz, Coarse Grain, Kosher Salt for Grinder Refill, Salt and Pepper Grinder, Non-GMO Verified, Spice Seasoning Set for Cooking", "asin": "B07ZQQSV8N", "price": "$20.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "OXO Good Grips Salt and Pepper Grinder Set, Stainless Steel", "asin": "B001CDP5UO", "price": "$43.30", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Gulex\u00ae Salt and Pepper Grinder Set, Pepper Mill, Sea Salt Shaker Grinder Refillable, Adjustable Coarseness, Stainless Steel with Ceramic Rotor(Seasoning not included)", "asin": "B0CVXC9XGV", "price": "$9.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Customized Coarseness, Crafted of Solid Acacia Wood with Ceramic/Stainless Steel Core, 8 Inches Each", "asin": "B09YJYX6BG", "price": "$29.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM"},
{"title": "Electric Salt and Pepper Grinder set of 2, Automatic Salt and Pepper Mill Grinder, Adjustable Roughness, Battery Powered with Blue LED Light, Stainless Steel with One Hand Operation (Sliver)", "asin": "B09G28KQH7", "price": "$16.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Salt and Pepper Grinder Set - Refillable Grinder Adjustable Coarseness of Pepper Salt Spice Stainless Steel Mills Glass 6oz\uff082 Pack\uff09", "asin": "B0B1QNSKPC", "price": "$15.98", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack", "asin": "B08DFF7LDM", "price": "$20.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)", "asin": "B0DSTGC7YZ", "price": "$34.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "Electric Salt and Pepper Grinder Set - Battery Operated Stainless Steel Mill with Light (2 Mills) - Automatic One Handed Operation - Electronic Adjustable Shakers - Ceramic Grinders", "asin": "B07WK8HK56", "price": "$35.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "Willow & Everett Salt & Pepper Grinder Set - Stainless Steel Manual Mills, Peppercorns & Rock Salt Sold Separately, Refillable Adjustable Coarseness", "asin": "B01N33U6Y5", "price": "$16.11", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"},
{"title": "Haomacro Electric Salt and Pepper Grinder Set, Automatic Rechargeable Salt Pepper Mills with Adjustable Coarseness And LED Light, One Hand Operated Spice Grinder Shaker Set for Kitchen (Black - 2 PCS)", "asin": "B0DKDQ7W5N", "price": "$27.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "Home Hero Automatic Salt and Pepper Grinder Set (2 Pack) - USB Rechargeable Gravity Electric Salt and Pepper Grinder Set with LED Light, Adjustable Coarseness, One Hand Operation (Black & White)", "asin": "B0D8QMPXKB", "price": "$22.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Gravity Electric Salt And Pepper Grinder Set, Automatic Salt And Pepper Grinder Set, Battery Powered (6 AAA Batteries Each), Adjustable Roughness, LED Light, 2 Pack, (Black)", "asin": "B0DQZLZ7Y6", "price": "$10.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Electric Salt and Pepper Grinder Set \u2014 Automatic Rechargeable Salt / Pepper Grinder with Charging Base and LED Light, Adjustable Coarseness, Large Capacity, One-handed Operation Salt Pepper Mills", "asin": "B0D46M93TG", "price": "$42.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "Gravity Electric Salt and Pepper Grinder Set, Automatic and Battery-Operated with Adjustable Coarseness, LED Light, One Hand Operated By Rongyuxuan", "asin": "B07X7MMH8Q", "price": "$14.94", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "CIRCLE JOY Manual Salt and Pepper Grinder Set For Professional Chef, Refillable Salt and Pepper Shakers with Ceramic Blades, Adjustable Coarseness and BPA-free 180ml Glass Container, Tall Black White", "asin": "B0D2MDK7QK", "price": "$6.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Electric Salt and Pepper Grinder Set, Rechargeable Salt and Pepper Shakers Refillable, Automatic Pepper Mill with Adjustable Coarseness, One Hand Operation with LED light, Stainless Steel", "asin": "B0CM3MP3LV", "price": "$39.99", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "Wood Salt and Pepper Grinder Set, Salt Mill Pepper Grinder Set, Pepper Mill, Salt Shakers with Adjustable Ceramic Rotor- Oak Wood Pepper Grinder for Your Kitchen 8 inches - Pack of 2", "asin": "B07C9TVC17", "price": "$17.42", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items"},
{"title": "Gravity Electric Salt and Pepper Grinder Set - USB Rechargeable Automatic Grinder - Generous Capacity - Adjustable Fineness - One Handed Operation, Stainless Steel Construction, LED Light", "asin": "B0C5C85XDD", "price": "$59.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Cole & Mason Derwent Grinder Set - Precision Mechanisms and Sea Salt and Peppercorns - Derwant Salt and Pepper, Stainless Steel", "asin": "B0099V31D4", "price": "$99.95", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Rechargeable Electric Salt and Pepper Grinder Set with Double Charging Base, Support Battery Operated, Refillable Spice Automatic Mill Shakers Set with Adjustable Coarseness and LED Light", "asin": "B0B8N2KKZC", "price": "$29.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Electric Salt and Pepper Grinder Set, New Rechargeable Salt and Pepper Mill with 4*Rechargeable Batteries, Charging Base, White Light, One Hand Automatic Operation, Black, 2Pack", "asin": "B0BQVVSBCB", "price": "$23.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Salt and Pepper Grinders Set,Ouktor Manual Wooden Salt and Pepper Mills Shakers, Ceramic Rotor with Strong Adjustable Coarseness (5.5inch)", "asin": "B07JH276KY", "price": "$11.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Electric Salt and Pepper Grinder Set - Battery Operated Pepper Mill with Adjustable Coarseness - Automatic Salt Shakers with Light for Kitchen", "asin": "B0CK1DJ1Q1", "price": "$15.99", "delivery": "One-Day FREE delivery Tomorrow, Apr 16"},
{"title": "Electric Salt and Pepper Grinder Set: - for Gravity Automatic Sea Salt Grinder Set Spice Pepper Shakers with Adjustable Coarseness USB Rechargeable Battery Power Peppercorn Mill", "asin": "B09HX5K351", "price": "$28.87", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM"},
{"title": "AmuseWit Gravity Electric Salt and Pepper Grinder Set of 2 [White Light] Battery Operated Automatic Pepper and Salt Mills with Light,Adjustable Coarseness,One Handed Operation,Black", "asin": "B07S2YFFP3", "price": "$19.99", "delivery": "Same-Day FREE delivery Today 10\u202fAM - 3\u202fPM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T07:33:31.522Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T07:33:31.522Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DRXKLW49\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T07:33:31.522Z\",\"action\": \"click_product\",\"acion_argument\": \"B0DRXKLW49\",}</answer>",
"index": 3079,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T07:30:17.610Z\", \"action\": \"input\", \"action_argument\": \"pepper grinder\"}\n{\"timestamp\": \"2025-04-15T07:30:19.634Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T07:30:50.868Z\", \"action\": \"input\", \"action_argument\": \"salt and p\"}\n{\"timestamp\": \"2025-04-15T07:30:50.962Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T07:32:02.458Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJSQQ1ZW\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"salt and pepper grinder set\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$621.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$534.99\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$496.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"promotion_items\": [{\"title\": \"Electric Salt & Pepper Grinder Set (2 Pack) \\u2013 USB Rechargeable, Adjustable Coarseness, One-Handed Operation with LED Light \\u2013 Automatic Spice Mill Shaker for Kitchen, Dining, or Camping\", \"asin\": \"B0D6Y72LTQ\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"Home Hero Electric Salt and Pepper Grinder Set - Automatic Salt and Pepper Grinder Set Rechargeable. Electronic Salt and Pepper Shakers with LED Light, Electric Pepper Grinder & Salt Grinder, Set of 2\", \"asin\": \"B0BKH17CG9\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set \\u2014 Gravity Rechargeable Salt Pepper Grinder with Charging Base and LED Light, Adjustable Coarseness, Large Capacity, One-handed Operation Salt Pepper Mills\", \"asin\": \"B0CFQG1726\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"CIRCLE JOY Rechargeable Electric Salt and Pepper Grinder Set with Base, Automatic Pepper Mills with 110ml Container, External Adjustable Coarseness, White Led Light and One-Handed Operation, Black\", \"asin\": \"B0DL378GDH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"CIRCLE JOY Electric Salt and Pepper Grinder Set Rechargeable Salt and Pepper Mills with 6-Level External Adjustable Coarseness, White LED Light and Storage Base, Black\", \"asin\": \"B0D1XVRY25\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"FORLIM 2-Speed Gravity Electric Salt and Pepper Grinder Set, 800mAh Rechargeable, Upgraded Auto-Reverse Clean After Stop, Pepper Shakes with White LED, Ceramic Grinding Core, Black & White\", \"asin\": \"B0DMP7C7NT\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Electric Salt & Pepper Grinder Set (2 Pack) \\u2013 USB Rechargeable, Adjustable Coarseness, One-Handed Operation with LED Light \\u2013 Automatic Spice Mill Shaker for Kitchen, Dining, or Camping\", \"asin\": \"B0D6Y72LTQ\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, USB Rechargeable, Automatic Salt and Pepper Mill Grinder with Adjustable Coarseness, Electric Salt Shakers, LED Light, Refillable (2 Packs, Sage)\", \"asin\": \"B0BW9V3FXN\", \"price\": \"$47.49\", \"quantity\": \"\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set with LED Power Indicator, 5-Level Grind Adjustment, Upgraded Capacity Rechargeable Salt and Pepper Shakers Set with Storage Base, LED Lighting for Kitchen\", \"asin\": \"B0DQXRLWN2\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"CIRCLE JOY Rechargeable Electric Salt and Pepper Grinder Set with Base, Automatic Pepper Mills with 110ml Container, External Adjustable Coarseness, White Led Light and One-Handed Operation, Black\", \"asin\": \"B0DL378GDH\", \"price\": \"$19.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"CIRCLE JOY Electric Salt and Pepper Grinder Set Rechargeable Salt and Pepper Mills with 6-Level External Adjustable Coarseness, White LED Light and Storage Base, Black\", \"asin\": \"B0D1XVRY25\", \"price\": \"$16.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"CIRCLE JOY Rechargeable Electric Salt and Pepper Grinder Set with Base, Automatic Pepper Mills with 110ml Container, External Adjustable Coarseness, White Led Light and One-Handed Operation, Black\", \"asin\": \"B0DL378GDH\", \"price\": \"$19.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Salt & Pepper Grinder Set (2 Pack) \\u2013 USB Rechargeable, Adjustable Coarseness, One-Handed Operation with LED Light \\u2013 Automatic Spice Mill Shaker for Kitchen, Dining, or Camping\", \"asin\": \"B0D6Y72LTQ\", \"price\": \"$21.95\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"CIRCLE JOY Gravity Electric Salt and Pepper Grinder Set Automatic Salt and Pepper Grinder Set with LED Light, Battery Operated, Adjustable Coarseness, Large Capacity, for Home Kitchen BBQ\", \"asin\": \"B0DFY5TNFX\", \"price\": \"$14.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"FORLIM Electric Salt and Pepper Grinder Set, USB Rechargeable, Automatic Salt Pepper Mill Grinder with Dust Cover, One-Button Control, Adjustable Coarseness, Warm LED Light (2 Packs, Black&White)\", \"asin\": \"B0CQWHPL4S\", \"price\": \"$21.59\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set Automatic Battery Pepper Mill Shakers Adjustable Coarseness Easy Filling Upgraded Larger Capacity with Led (2 Pack Black/Black\\uff09\", \"asin\": \"B0DJSQQ1ZW\", \"price\": \"$24.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Salt and Pepper Grinder Set with Wooden Standing Tray, Refillable Pepper Mill Set - Brushed Stainless Steel - Short Glass Shakers with Adjustable Coarseness for Peppercorn, Salt or Spice Mills\", \"asin\": \"B086JL48W4\", \"price\": \"$12.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Home EC Premium Stainless Steel Sea Salt and Pepper Grinder Set of 2 - Adjustable Ceramic - Tall Glass Salt and Pepper Shakers - Kitchen Spice Mill W/Funnel & EBook\", \"asin\": \"B01N1PSWSB\", \"price\": \"$18.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\", \"asin\": \"B0DRXKLW49\", \"price\": \"$27.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Sweet Alice Gravity Electric Pepper and Salt Grinder Set, Adjustable Coarseness, Battery Powered with LED Light, One Hand Automatic Operation, Stainless Steel Black, 2 Pack\", \"asin\": \"B085NDYY1P\", \"price\": \"$19.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Salt & Pepper Grinder Set (2 Pack) \\u2013 USB Rechargeable, Adjustable Coarseness, One-Handed Operation with LED Light \\u2013 Automatic Spice Mill Shaker for Kitchen, Dining, or Camping\", \"asin\": \"B0D6Y72LTQ\", \"price\": \"$21.95\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, Rechargeable Automatic Pepper Mill Grinder with LED Light, Adjustable Coarseness shakers, One-Hand Operation for Kitchen(2 Pack,Black+White)\", \"asin\": \"B0BQYVNKRV\", \"price\": \"$23.86\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gravity Electric Salt and Pepper Grinder Set, Adjustable Coarseness Rechargeable Automatic Pepper and Salt Mills One Handed Operation 2pcs,White\", \"asin\": \"B0DFSVDXFR\", \"price\": \"$19.89\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"FORLIM 2-Speed Gravity Electric Salt and Pepper Grinder Set, 800mAh Rechargeable, Upgraded Auto-Reverse Clean After Stop, Pepper Shakes with White LED, Ceramic Grinding Core, Black & White\", \"asin\": \"B0DMP7C7NT\", \"price\": \"$26.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set Rechargeable, Yumcian Automatic Shakers Set with Adjustable Coarseness and LED Light, Stainless Steel Mill Set, Upgraded Larger Capacity\", \"asin\": \"B0D4DPFLBQ\", \"price\": \"$28.49\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"CIRCLE JOY Gravity Electric Salt and Pepper Grinder Set Automatic Salt and Pepper Grinder Set with LED Light, Battery Operated, Adjustable Coarseness, Large Capacity, for Home Kitchen BBQ\", \"asin\": \"B0DFY5TNFX\", \"price\": \"$14.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Premium Salt and Pepper Grinder Set of 2 - Two Refillable Stainless Steel Sea Salt & Spice Shakers with Adjustable Coarse Mills - Easy Clean Ceramic Grinders w/BONUS Silicone Funnel & Cleaning Brush\", \"asin\": \"B09SVMXBYC\", \"price\": \"$15.97\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Beautiful Stainless Steel Salt and Pepper Grinder Set of 2 - Pepper Mill & Salt Mill with Adjustable Coarseness - Glass Spice Shakers - Easy Clean Ceramic Grinders w/Spoon & Cleaning Brush\", \"asin\": \"B08613CYX4\", \"price\": \"$13.97\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Upgraded Larger Capacity Electric Salt and Pepper Grinder Set Rechargeable with LED lights, Stainless Steel Automatic Pepper and Salt Grinder Refillable with 5 Adjustable Coarseness\", \"asin\": \"B0BN1S7T6C\", \"price\": \"$49.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set - Battery Operated Pepper Mill with Adjustable Coarseness - Automatic Salt Shakers with Light for Kitchen\", \"asin\": \"B0CK1DJ1Q1\", \"price\": \"$15.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Beautiful Stainless Steel Salt and Pepper Grinder Set of 2 - Pepper Mill & Salt Mill with Adjustable Coarseness - Glass Spice Shakers - Easy Clean Ceramic Grinders w/Spoon & Cleaning Brush\", \"asin\": \"B08613CYX4\", \"price\": \"$13.97\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Salt and Pepper Grinder Set - Adjustable Ceramic Grinder - Premium Spice Shaker - Condiments Dispenser - Easy to Refill - Wood and soft coated plastic - 6.2 x 2.2 inch (White and Grey)\", \"asin\": \"B0CG6GGL6G\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Thu, Apr 17\"},\n{\"title\": \"2Pack Electric Salt and Pepper Grinder Set USB Rechargeable with Warm LED Light, Adjustable Coarseness Lidaop Large Capacity Automatic Salt Pepper Mill Grinder for Kitchen, Restaurant, Outdoor, Black\", \"asin\": \"B0CHFRFHKY\", \"price\": \"$22.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gravity Electric Salt and Pepper Grinder set of 2, Automatic Salt And Pepper Grinder Set, Adjustable Roughness, Battery Powered, LED Light, 2 Pack Set, (Black)\", \"asin\": \"B0CNW7XS4B\", \"price\": \"$13.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"McCormick Salt & Pepper Grinder Variety Pack, Himalayan Pink Salt, Sea Salt, Black Peppercorn, and Peppercorn Medley, 6.47 oz\", \"asin\": \"B07BQ4KKLR\", \"price\": \"$12.49\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Premium Acrylic Salt and Pepper Grinder Set, Manual Salt and Pepper Mills- Wooden Shakers with Adjustable Ceramic Core-Salt Grinder and Pepper Mill -8 Inches-Pack of 2\", \"asin\": \"B08DRD1MTY\", \"price\": \"$25.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM\"},\n{\"title\": \"CIRCLE JOY Electric Salt and Pepper Grinder Set Rechargeable Salt and Pepper Mills with 6-Level External Adjustable Coarseness, White LED Light and Storage Base, Black\", \"asin\": \"B0D1XVRY25\", \"price\": \"$16.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Home EC Original Stainless Steel Sea Salt and Pepper Grinder Set of 2 - Adjustable Ceramic - Glass Salt and Pepper Shakers - Kitchen Pepper Mill & Salt Mill W/Funnel & EBook\", \"asin\": \"B074GRHTC5\", \"price\": \"$16.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Simple Deluxe Electric Salt and Pepper Grinder Set, One Hand Adjustable Coarseness, Battery Powered, Seasoning Tools for Kitchen, Dining or Gifts, Black\", \"asin\": \"B0D6R1KTSJ\", \"price\": \"$9.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gulex\\u00ae Salt and Pepper Grinder Set Pepper Mill, Sea Salt Shaker Refillable, Adjustable Coarseness, Stainless Steel with Ceramic Rotor (Set of 2)\", \"asin\": \"B09KRV5ZVX\", \"price\": \"$9.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Seasoning Bundle - 2 Items: McCormick Sea Salt Grinder 2.12 Oz. & Black Peppercorn Grinder 1.0 Oz\", \"asin\": \"B01K868DL8\", \"price\": \"$9.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Sangcon Gravity Electric Salt and Pepper Grinder Set Shakers - UPGRADED RECHARGEABLE 9OZ XL Capacity USB-C No Battery Needed - LED Light One Hand Operation, Adjustable Coarseness Automatic Mill Set\", \"asin\": \"B0C7842H3M\", \"price\": \"$22.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Rae Dunn Salt and Pepper Grinder Set of 2 - Bamboo Sea Salt Pepper Grinder - Classy Salt and Pepper Shakers - Pepper Mill & Salt Mill, Gray\", \"asin\": \"B0CW24XL3N\", \"price\": \"$10.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"CIRCLE JOY Rechargeable Electric Salt and Pepper Grinder Set with Base, Stainless Steel Pepper Mills with 95ml Container, White LED Light and External Adjustable Coarseness, Silver\", \"asin\": \"B0CCL983KD\", \"price\": \"$24.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Soeos Himalayan Pink Salt 39 oz + Whole Black Peppercorns 18 oz, Coarse Grain, Kosher Salt for Grinder Refill, Salt and Pepper Grinder, Non-GMO Verified, Spice Seasoning Set for Cooking\", \"asin\": \"B07ZQQSV8N\", \"price\": \"$20.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"OXO Good Grips Salt and Pepper Grinder Set, Stainless Steel\", \"asin\": \"B001CDP5UO\", \"price\": \"$43.30\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Gulex\\u00ae Salt and Pepper Grinder Set, Pepper Mill, Sea Salt Shaker Grinder Refillable, Adjustable Coarseness, Stainless Steel with Ceramic Rotor(Seasoning not included)\", \"asin\": \"B0CVXC9XGV\", \"price\": \"$9.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Customized Coarseness, Crafted of Solid Acacia Wood with Ceramic/Stainless Steel Core, 8 Inches Each\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM\"},\n{\"title\": \"Electric Salt and Pepper Grinder set of 2, Automatic Salt and Pepper Mill Grinder, Adjustable Roughness, Battery Powered with Blue LED Light, Stainless Steel with One Hand Operation (Sliver)\", \"asin\": \"B09G28KQH7\", \"price\": \"$16.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Salt and Pepper Grinder Set - Refillable Grinder Adjustable Coarseness of Pepper Salt Spice Stainless Steel Mills Glass 6oz\\uff082 Pack\\uff09\", \"asin\": \"B0B1QNSKPC\", \"price\": \"$15.98\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set - Battery Operated Stainless Steel Mill with Light (2 Mills) - Automatic One Handed Operation - Electronic Adjustable Shakers - Ceramic Grinders\", \"asin\": \"B07WK8HK56\", \"price\": \"$35.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Willow & Everett Salt & Pepper Grinder Set - Stainless Steel Manual Mills, Peppercorns & Rock Salt Sold Separately, Refillable Adjustable Coarseness\", \"asin\": \"B01N33U6Y5\", \"price\": \"$16.11\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Haomacro Electric Salt and Pepper Grinder Set, Automatic Rechargeable Salt Pepper Mills with Adjustable Coarseness And LED Light, One Hand Operated Spice Grinder Shaker Set for Kitchen (Black - 2 PCS)\", \"asin\": \"B0DKDQ7W5N\", \"price\": \"$27.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Home Hero Automatic Salt and Pepper Grinder Set (2 Pack) - USB Rechargeable Gravity Electric Salt and Pepper Grinder Set with LED Light, Adjustable Coarseness, One Hand Operation (Black & White)\", \"asin\": \"B0D8QMPXKB\", \"price\": \"$22.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gravity Electric Salt And Pepper Grinder Set, Automatic Salt And Pepper Grinder Set, Battery Powered (6 AAA Batteries Each), Adjustable Roughness, LED Light, 2 Pack, (Black)\", \"asin\": \"B0DQZLZ7Y6\", \"price\": \"$10.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set \\u2014 Automatic Rechargeable Salt / Pepper Grinder with Charging Base and LED Light, Adjustable Coarseness, Large Capacity, One-handed Operation Salt Pepper Mills\", \"asin\": \"B0D46M93TG\", \"price\": \"$42.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Gravity Electric Salt and Pepper Grinder Set, Automatic and Battery-Operated with Adjustable Coarseness, LED Light, One Hand Operated By Rongyuxuan\", \"asin\": \"B07X7MMH8Q\", \"price\": \"$14.94\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"CIRCLE JOY Manual Salt and Pepper Grinder Set For Professional Chef, Refillable Salt and Pepper Shakers with Ceramic Blades, Adjustable Coarseness and BPA-free 180ml Glass Container, Tall Black White\", \"asin\": \"B0D2MDK7QK\", \"price\": \"$6.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, Rechargeable Salt and Pepper Shakers Refillable, Automatic Pepper Mill with Adjustable Coarseness, One Hand Operation with LED light, Stainless Steel\", \"asin\": \"B0CM3MP3LV\", \"price\": \"$39.99\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"Wood Salt and Pepper Grinder Set, Salt Mill Pepper Grinder Set, Pepper Mill, Salt Shakers with Adjustable Ceramic Rotor- Oak Wood Pepper Grinder for Your Kitchen 8 inches - Pack of 2\", \"asin\": \"B07C9TVC17\", \"price\": \"$17.42\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\"},\n{\"title\": \"Gravity Electric Salt and Pepper Grinder Set - USB Rechargeable Automatic Grinder - Generous Capacity - Adjustable Fineness - One Handed Operation, Stainless Steel Construction, LED Light\", \"asin\": \"B0C5C85XDD\", \"price\": \"$59.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Cole & Mason Derwent Grinder Set - Precision Mechanisms and Sea Salt and Peppercorns - Derwant Salt and Pepper, Stainless Steel\", \"asin\": \"B0099V31D4\", \"price\": \"$99.95\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Rechargeable Electric Salt and Pepper Grinder Set with Double Charging Base, Support Battery Operated, Refillable Spice Automatic Mill Shakers Set with Adjustable Coarseness and LED Light\", \"asin\": \"B0B8N2KKZC\", \"price\": \"$29.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set, New Rechargeable Salt and Pepper Mill with 4*Rechargeable Batteries, Charging Base, White Light, One Hand Automatic Operation, Black, 2Pack\", \"asin\": \"B0BQVVSBCB\", \"price\": \"$23.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Salt and Pepper Grinders Set,Ouktor Manual Wooden Salt and Pepper Mills Shakers, Ceramic Rotor with Strong Adjustable Coarseness (5.5inch)\", \"asin\": \"B07JH276KY\", \"price\": \"$11.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set - Battery Operated Pepper Mill with Adjustable Coarseness - Automatic Salt Shakers with Light for Kitchen\", \"asin\": \"B0CK1DJ1Q1\", \"price\": \"$15.99\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 16\"},\n{\"title\": \"Electric Salt and Pepper Grinder Set: - for Gravity Automatic Sea Salt Grinder Set Spice Pepper Shakers with Adjustable Coarseness USB Rechargeable Battery Power Peppercorn Mill\", \"asin\": \"B09HX5K351\", \"price\": \"$28.87\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM\"},\n{\"title\": \"AmuseWit Gravity Electric Salt and Pepper Grinder Set of 2 [White Light] Battery Operated Automatic Pepper and Salt Mills with Light,Adjustable Coarseness,One Handed Operation,Black\", \"asin\": \"B07S2YFFP3\", \"price\": \"$19.99\", \"delivery\": \"Same-Day FREE delivery Today 10\\u202fAM - 3\\u202fPM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:33:31.522Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T07:30:17.610Z\", \"action\": \"input\", \"action_argument\": \"pepper grinder\"}\n{\"timestamp\": \"2025-04-15T07:30:19.634Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T07:30:50.868Z\", \"action\": \"input\", \"action_argument\": \"salt and p\"}\n{\"timestamp\": \"2025-04-15T07:30:50.962Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T07:32:02.458Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJSQQ1ZW\"}\n{\"timestamp\": \"2025-04-15T07:33:31.522Z\", \"action\": \"click_product\", \"action_argument\": \"B0DRXKLW49\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"salt and pepper grinder set\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$621.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$534.99\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$496.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DRXKLW49\"},\n{\"title\": \"2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"Crafted from solid, natural Acacia wood, this salt and pepper grinder set is all about quality. No plastic parts\\u2014just an elegant, ceramic grinder for pure flavor. An ideal gift for friends, neighbors, or even Dad\\uff08(Salt and Pepper are not included) Easily adjustable\\u2014just twist the top nut to choose your spice fineness, from coarse to fine. Simply turn counter-clockwise for coarser grinds or clockwise for a finer finish Built for quality and ease, this pepper grinder lets you refill easily by unscrewing the top cap\\u2014no spills or mess. Works great with various peppercorns and salts Designed with a streamlined, ergonomic body, this wooden pepper mill set looks sleek and modern on your kitchen table, sure to impress family and guests alike. Fill with any spice for a stylish touch to your table This premium salt and pepper mill set, beautifully boxed, makes a thoughtful gift for any occasion\\u2014housewarmings, weddings, birthdays, and holidays like Christmas or Valentine\\u2019s Day\"}],\n\"promotion_items\": [{\"title\": \"FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper ...\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...\", \"asin\": \"B0DL9W8S8T\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches\", \"asin\": \"B08R5RRR5B\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wood Salt and Pepper Grinder Set : Stylish Acacia Wood Mills with Ceramic St...\", \"asin\": \"B0DPS19J8W\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Haomacro\\u00a02 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\", \"asin\": \"B0DRXKLW49\", \"price\": \"$27.99\"},\n{\"title\": \"TanAndLin\\u00a0Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Crafted of Acacia Wood with Ceramic/Stainless Steel Core|Along with Salt&Pepper Mill Tray,Spoon,8in,2pack\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\"},\n{\"title\": \"98902673\\u00a0FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\"},\n{\"title\": \"Han&field\\u00a0Salt and pepper grinder set 8 inches 2 pieces, made of elegant retro solid acacia wood, adjustable roughness, with stainless steel/ceramic core\", \"asin\": \"B0DDL1S3XG\", \"price\": \"$26.99\"},\n{\"title\": \"Generic\\u00a08-Inch Salt and Pepper Grinder Set \\u2013 Refillable Acacia Wood Mills with Ceramic Grinder, Kitchen Essentials\", \"asin\": \"B0DLDRLKRT\", \"price\": \"$44.95\"},\n{\"title\": \"Covilim\\u00a0Wooden Salt and Pepper Grinder Set: Refillable Salt and Pepper Shakers, Manual Mills Made of Solid Acacia Wood, Ceramic/Stainless Steel Cores, Each 8 Inches in Size, Pack of 2\", \"asin\": \"B0D99NHW9Z\", \"price\": \"$32.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:33:38.339Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T07:33:38.339Z
|
click
|
other
|
rule
|
train
| 3,080
|
2025-04-15T07:33:38.339Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
{"timestamp": "2025-04-10T22:03:39.758Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:03:57.421Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-10T22:04:10.725Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:04:43.245Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:04:59.155Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:05:02.300Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:02.314Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.214Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.236Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:10.722Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:05:49.762Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:06:10.885Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:10:36.499Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T07:30:17.610Z", "action": "input", "action_argument": "pepper grinder"}
{"timestamp": "2025-04-15T07:30:19.634Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T07:30:50.868Z", "action": "input", "action_argument": "salt and p"}
{"timestamp": "2025-04-15T07:30:50.962Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T07:32:02.458Z", "action": "click_product", "action_argument": "B0DJSQQ1ZW"}
{"timestamp": "2025-04-15T07:33:31.522Z", "action": "click_product", "action_argument": "B0DRXKLW49"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "salt and pepper grinder set"}],
"cart_items": [{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$621.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$534.99", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$496.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DRXKLW49"},
{"title": "2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch"},
{"price": "$27.99"},
{"bullet_list": "Crafted from solid, natural Acacia wood, this salt and pepper grinder set is all about quality. No plastic parts\u2014just an elegant, ceramic grinder for pure flavor. An ideal gift for friends, neighbors, or even Dad\uff08(Salt and Pepper are not included) Easily adjustable\u2014just twist the top nut to choose your spice fineness, from coarse to fine. Simply turn counter-clockwise for coarser grinds or clockwise for a finer finish Built for quality and ease, this pepper grinder lets you refill easily by unscrewing the top cap\u2014no spills or mess. Works great with various peppercorns and salts Designed with a streamlined, ergonomic body, this wooden pepper mill set looks sleek and modern on your kitchen table, sure to impress family and guests alike. Fill with any spice for a stylish touch to your table This premium salt and pepper mill set, beautifully boxed, makes a thoughtful gift for any occasion\u2014housewarmings, weddings, birthdays, and holidays like Christmas or Valentine\u2019s Day"}],
"promotion_items": [{"title": "FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper ...", "asin": "B0DSTGC7YZ", "price": "$34.99", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...", "asin": "B09YJYX6BG", "price": "$29.99", "quantity": ""},
{"title": "Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...", "asin": "B0DL9W8S8T", "price": "$27.99", "quantity": ""},
{"title": "Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches", "asin": "B08R5RRR5B", "price": "$21.99", "quantity": ""},
{"title": "2 Pack Wood Salt and Pepper Grinder Set : Stylish Acacia Wood Mills with Ceramic St...", "asin": "B0DPS19J8W", "price": "$27.99", "quantity": ""},
{"title": "Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack", "asin": "B08DFF7LDM", "price": "$20.99", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...", "asin": "B0D4QT5SR7", "price": "$29.97", "quantity": ""}],
"comparison_items": [{"title": "Haomacro\u00a02 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch", "asin": "B0DRXKLW49", "price": "$27.99"},
{"title": "TanAndLin\u00a0Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Crafted of Acacia Wood with Ceramic/Stainless Steel Core|Along with Salt&Pepper Mill Tray,Spoon,8in,2pack", "asin": "B0D4QT5SR7", "price": "$29.97"},
{"title": "98902673\u00a0FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)", "asin": "B0DSTGC7YZ", "price": "$34.99"},
{"title": "Han&field\u00a0Salt and pepper grinder set 8 inches 2 pieces, made of elegant retro solid acacia wood, adjustable roughness, with stainless steel/ceramic core", "asin": "B0DDL1S3XG", "price": "$26.99"},
{"title": "Generic\u00a08-Inch Salt and Pepper Grinder Set \u2013 Refillable Acacia Wood Mills with Ceramic Grinder, Kitchen Essentials", "asin": "B0DLDRLKRT", "price": "$44.95"},
{"title": "Covilim\u00a0Wooden Salt and Pepper Grinder Set: Refillable Salt and Pepper Shakers, Manual Mills Made of Solid Acacia Wood, Ceramic/Stainless Steel Cores, Each 8 Inches in Size, Pack of 2", "asin": "B0D99NHW9Z", "price": "$32.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T07:33:38.339Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T07:33:38.339Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T07:33:38.339Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 3080,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T07:30:17.610Z\", \"action\": \"input\", \"action_argument\": \"pepper grinder\"}\n{\"timestamp\": \"2025-04-15T07:30:19.634Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T07:30:50.868Z\", \"action\": \"input\", \"action_argument\": \"salt and p\"}\n{\"timestamp\": \"2025-04-15T07:30:50.962Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T07:32:02.458Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJSQQ1ZW\"}\n{\"timestamp\": \"2025-04-15T07:33:31.522Z\", \"action\": \"click_product\", \"action_argument\": \"B0DRXKLW49\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"salt and pepper grinder set\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$621.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$534.99\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$496.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DRXKLW49\"},\n{\"title\": \"2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"Crafted from solid, natural Acacia wood, this salt and pepper grinder set is all about quality. No plastic parts\\u2014just an elegant, ceramic grinder for pure flavor. An ideal gift for friends, neighbors, or even Dad\\uff08(Salt and Pepper are not included) Easily adjustable\\u2014just twist the top nut to choose your spice fineness, from coarse to fine. Simply turn counter-clockwise for coarser grinds or clockwise for a finer finish Built for quality and ease, this pepper grinder lets you refill easily by unscrewing the top cap\\u2014no spills or mess. Works great with various peppercorns and salts Designed with a streamlined, ergonomic body, this wooden pepper mill set looks sleek and modern on your kitchen table, sure to impress family and guests alike. Fill with any spice for a stylish touch to your table This premium salt and pepper mill set, beautifully boxed, makes a thoughtful gift for any occasion\\u2014housewarmings, weddings, birthdays, and holidays like Christmas or Valentine\\u2019s Day\"}],\n\"promotion_items\": [{\"title\": \"FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper ...\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...\", \"asin\": \"B0DL9W8S8T\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches\", \"asin\": \"B08R5RRR5B\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wood Salt and Pepper Grinder Set : Stylish Acacia Wood Mills with Ceramic St...\", \"asin\": \"B0DPS19J8W\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Haomacro\\u00a02 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\", \"asin\": \"B0DRXKLW49\", \"price\": \"$27.99\"},\n{\"title\": \"TanAndLin\\u00a0Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Crafted of Acacia Wood with Ceramic/Stainless Steel Core|Along with Salt&Pepper Mill Tray,Spoon,8in,2pack\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\"},\n{\"title\": \"98902673\\u00a0FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\"},\n{\"title\": \"Han&field\\u00a0Salt and pepper grinder set 8 inches 2 pieces, made of elegant retro solid acacia wood, adjustable roughness, with stainless steel/ceramic core\", \"asin\": \"B0DDL1S3XG\", \"price\": \"$26.99\"},\n{\"title\": \"Generic\\u00a08-Inch Salt and Pepper Grinder Set \\u2013 Refillable Acacia Wood Mills with Ceramic Grinder, Kitchen Essentials\", \"asin\": \"B0DLDRLKRT\", \"price\": \"$44.95\"},\n{\"title\": \"Covilim\\u00a0Wooden Salt and Pepper Grinder Set: Refillable Salt and Pepper Shakers, Manual Mills Made of Solid Acacia Wood, Ceramic/Stainless Steel Cores, Each 8 Inches in Size, Pack of 2\", \"asin\": \"B0D99NHW9Z\", \"price\": \"$32.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:33:38.339Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T07:30:17.610Z\", \"action\": \"input\", \"action_argument\": \"pepper grinder\"}\n{\"timestamp\": \"2025-04-15T07:30:19.634Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T07:30:50.868Z\", \"action\": \"input\", \"action_argument\": \"salt and p\"}\n{\"timestamp\": \"2025-04-15T07:30:50.962Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T07:32:02.458Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJSQQ1ZW\"}\n{\"timestamp\": \"2025-04-15T07:33:31.522Z\", \"action\": \"click_product\", \"action_argument\": \"B0DRXKLW49\"}\n{\"timestamp\": \"2025-04-15T07:33:38.339Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"salt and pepper grinder set\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$621.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$534.99\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$496.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DRXKLW49\"},\n{\"title\": \"2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"Crafted from solid, natural Acacia wood, this salt and pepper grinder set is all about quality. No plastic parts\\u2014just an elegant, ceramic grinder for pure flavor. An ideal gift for friends, neighbors, or even Dad\\uff08(Salt and Pepper are not included) Easily adjustable\\u2014just twist the top nut to choose your spice fineness, from coarse to fine. Simply turn counter-clockwise for coarser grinds or clockwise for a finer finish Built for quality and ease, this pepper grinder lets you refill easily by unscrewing the top cap\\u2014no spills or mess. Works great with various peppercorns and salts Designed with a streamlined, ergonomic body, this wooden pepper mill set looks sleek and modern on your kitchen table, sure to impress family and guests alike. Fill with any spice for a stylish touch to your table This premium salt and pepper mill set, beautifully boxed, makes a thoughtful gift for any occasion\\u2014housewarmings, weddings, birthdays, and holidays like Christmas or Valentine\\u2019s Day\"}],\n\"promotion_items\": [{\"title\": \"FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper ...\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...\", \"asin\": \"B0DL9W8S8T\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches\", \"asin\": \"B08R5RRR5B\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wood Salt and Pepper Grinder Set : Stylish Acacia Wood Mills with Ceramic St...\", \"asin\": \"B0DPS19J8W\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Haomacro\\u00a02 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\", \"asin\": \"B0DRXKLW49\", \"price\": \"$27.99\"},\n{\"title\": \"TanAndLin\\u00a0Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Crafted of Acacia Wood with Ceramic/Stainless Steel Core|Along with Salt&Pepper Mill Tray,Spoon,8in,2pack\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\"},\n{\"title\": \"98902673\\u00a0FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\"},\n{\"title\": \"Han&field\\u00a0Salt and pepper grinder set 8 inches 2 pieces, made of elegant retro solid acacia wood, adjustable roughness, with stainless steel/ceramic core\", \"asin\": \"B0DDL1S3XG\", \"price\": \"$26.99\"},\n{\"title\": \"Generic\\u00a08-Inch Salt and Pepper Grinder Set \\u2013 Refillable Acacia Wood Mills with Ceramic Grinder, Kitchen Essentials\", \"asin\": \"B0DLDRLKRT\", \"price\": \"$44.95\"},\n{\"title\": \"Covilim\\u00a0Wooden Salt and Pepper Grinder Set: Refillable Salt and Pepper Shakers, Manual Mills Made of Solid Acacia Wood, Ceramic/Stainless Steel Cores, Each 8 Inches in Size, Pack of 2\", \"asin\": \"B0D99NHW9Z\", \"price\": \"$32.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:33:38.357Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T07:33:38.357Z
|
click
|
other
|
rule
|
train
| 3,081
|
2025-04-15T07:33:38.357Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
{"timestamp": "2025-04-10T22:03:39.758Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:03:57.421Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-10T22:04:10.725Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:04:43.245Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:04:59.155Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:05:02.300Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:02.314Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.214Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.236Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:10.722Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:05:49.762Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:06:10.885Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:10:36.499Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T07:30:17.610Z", "action": "input", "action_argument": "pepper grinder"}
{"timestamp": "2025-04-15T07:30:19.634Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T07:30:50.868Z", "action": "input", "action_argument": "salt and p"}
{"timestamp": "2025-04-15T07:30:50.962Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T07:32:02.458Z", "action": "click_product", "action_argument": "B0DJSQQ1ZW"}
{"timestamp": "2025-04-15T07:33:31.522Z", "action": "click_product", "action_argument": "B0DRXKLW49"}
{"timestamp": "2025-04-15T07:33:38.339Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "salt and pepper grinder set"}],
"cart_items": [{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$621.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$534.99", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$496.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DRXKLW49"},
{"title": "2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch"},
{"price": "$27.99"},
{"bullet_list": "Crafted from solid, natural Acacia wood, this salt and pepper grinder set is all about quality. No plastic parts\u2014just an elegant, ceramic grinder for pure flavor. An ideal gift for friends, neighbors, or even Dad\uff08(Salt and Pepper are not included) Easily adjustable\u2014just twist the top nut to choose your spice fineness, from coarse to fine. Simply turn counter-clockwise for coarser grinds or clockwise for a finer finish Built for quality and ease, this pepper grinder lets you refill easily by unscrewing the top cap\u2014no spills or mess. Works great with various peppercorns and salts Designed with a streamlined, ergonomic body, this wooden pepper mill set looks sleek and modern on your kitchen table, sure to impress family and guests alike. Fill with any spice for a stylish touch to your table This premium salt and pepper mill set, beautifully boxed, makes a thoughtful gift for any occasion\u2014housewarmings, weddings, birthdays, and holidays like Christmas or Valentine\u2019s Day"}],
"promotion_items": [{"title": "FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper ...", "asin": "B0DSTGC7YZ", "price": "$34.99", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...", "asin": "B09YJYX6BG", "price": "$29.99", "quantity": ""},
{"title": "Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...", "asin": "B0DL9W8S8T", "price": "$27.99", "quantity": ""},
{"title": "Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches", "asin": "B08R5RRR5B", "price": "$21.99", "quantity": ""},
{"title": "2 Pack Wood Salt and Pepper Grinder Set : Stylish Acacia Wood Mills with Ceramic St...", "asin": "B0DPS19J8W", "price": "$27.99", "quantity": ""},
{"title": "Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack", "asin": "B08DFF7LDM", "price": "$20.99", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...", "asin": "B0D4QT5SR7", "price": "$29.97", "quantity": ""}],
"comparison_items": [{"title": "Haomacro\u00a02 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch", "asin": "B0DRXKLW49", "price": "$27.99"},
{"title": "TanAndLin\u00a0Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Crafted of Acacia Wood with Ceramic/Stainless Steel Core|Along with Salt&Pepper Mill Tray,Spoon,8in,2pack", "asin": "B0D4QT5SR7", "price": "$29.97"},
{"title": "98902673\u00a0FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)", "asin": "B0DSTGC7YZ", "price": "$34.99"},
{"title": "Han&field\u00a0Salt and pepper grinder set 8 inches 2 pieces, made of elegant retro solid acacia wood, adjustable roughness, with stainless steel/ceramic core", "asin": "B0DDL1S3XG", "price": "$26.99"},
{"title": "Generic\u00a08-Inch Salt and Pepper Grinder Set \u2013 Refillable Acacia Wood Mills with Ceramic Grinder, Kitchen Essentials", "asin": "B0DLDRLKRT", "price": "$44.95"},
{"title": "Covilim\u00a0Wooden Salt and Pepper Grinder Set: Refillable Salt and Pepper Shakers, Manual Mills Made of Solid Acacia Wood, Ceramic/Stainless Steel Cores, Each 8 Inches in Size, Pack of 2", "asin": "B0D99NHW9Z", "price": "$32.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T07:33:38.357Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T07:33:38.357Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T07:33:38.357Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 3081,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T07:30:17.610Z\", \"action\": \"input\", \"action_argument\": \"pepper grinder\"}\n{\"timestamp\": \"2025-04-15T07:30:19.634Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T07:30:50.868Z\", \"action\": \"input\", \"action_argument\": \"salt and p\"}\n{\"timestamp\": \"2025-04-15T07:30:50.962Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T07:32:02.458Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJSQQ1ZW\"}\n{\"timestamp\": \"2025-04-15T07:33:31.522Z\", \"action\": \"click_product\", \"action_argument\": \"B0DRXKLW49\"}\n{\"timestamp\": \"2025-04-15T07:33:38.339Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"salt and pepper grinder set\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$621.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$534.99\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$496.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DRXKLW49\"},\n{\"title\": \"2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"Crafted from solid, natural Acacia wood, this salt and pepper grinder set is all about quality. No plastic parts\\u2014just an elegant, ceramic grinder for pure flavor. An ideal gift for friends, neighbors, or even Dad\\uff08(Salt and Pepper are not included) Easily adjustable\\u2014just twist the top nut to choose your spice fineness, from coarse to fine. Simply turn counter-clockwise for coarser grinds or clockwise for a finer finish Built for quality and ease, this pepper grinder lets you refill easily by unscrewing the top cap\\u2014no spills or mess. Works great with various peppercorns and salts Designed with a streamlined, ergonomic body, this wooden pepper mill set looks sleek and modern on your kitchen table, sure to impress family and guests alike. Fill with any spice for a stylish touch to your table This premium salt and pepper mill set, beautifully boxed, makes a thoughtful gift for any occasion\\u2014housewarmings, weddings, birthdays, and holidays like Christmas or Valentine\\u2019s Day\"}],\n\"promotion_items\": [{\"title\": \"FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper ...\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...\", \"asin\": \"B0DL9W8S8T\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches\", \"asin\": \"B08R5RRR5B\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wood Salt and Pepper Grinder Set : Stylish Acacia Wood Mills with Ceramic St...\", \"asin\": \"B0DPS19J8W\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Haomacro\\u00a02 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\", \"asin\": \"B0DRXKLW49\", \"price\": \"$27.99\"},\n{\"title\": \"TanAndLin\\u00a0Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Crafted of Acacia Wood with Ceramic/Stainless Steel Core|Along with Salt&Pepper Mill Tray,Spoon,8in,2pack\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\"},\n{\"title\": \"98902673\\u00a0FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\"},\n{\"title\": \"Han&field\\u00a0Salt and pepper grinder set 8 inches 2 pieces, made of elegant retro solid acacia wood, adjustable roughness, with stainless steel/ceramic core\", \"asin\": \"B0DDL1S3XG\", \"price\": \"$26.99\"},\n{\"title\": \"Generic\\u00a08-Inch Salt and Pepper Grinder Set \\u2013 Refillable Acacia Wood Mills with Ceramic Grinder, Kitchen Essentials\", \"asin\": \"B0DLDRLKRT\", \"price\": \"$44.95\"},\n{\"title\": \"Covilim\\u00a0Wooden Salt and Pepper Grinder Set: Refillable Salt and Pepper Shakers, Manual Mills Made of Solid Acacia Wood, Ceramic/Stainless Steel Cores, Each 8 Inches in Size, Pack of 2\", \"asin\": \"B0D99NHW9Z\", \"price\": \"$32.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:33:38.357Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T07:30:17.610Z\", \"action\": \"input\", \"action_argument\": \"pepper grinder\"}\n{\"timestamp\": \"2025-04-15T07:30:19.634Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T07:30:50.868Z\", \"action\": \"input\", \"action_argument\": \"salt and p\"}\n{\"timestamp\": \"2025-04-15T07:30:50.962Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T07:32:02.458Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJSQQ1ZW\"}\n{\"timestamp\": \"2025-04-15T07:33:31.522Z\", \"action\": \"click_product\", \"action_argument\": \"B0DRXKLW49\"}\n{\"timestamp\": \"2025-04-15T07:33:38.339Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T07:33:38.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"salt and pepper grinder set\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$621.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$534.99\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$496.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DRXKLW49\"},\n{\"title\": \"2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"Crafted from solid, natural Acacia wood, this salt and pepper grinder set is all about quality. No plastic parts\\u2014just an elegant, ceramic grinder for pure flavor. An ideal gift for friends, neighbors, or even Dad\\uff08(Salt and Pepper are not included) Easily adjustable\\u2014just twist the top nut to choose your spice fineness, from coarse to fine. Simply turn counter-clockwise for coarser grinds or clockwise for a finer finish Built for quality and ease, this pepper grinder lets you refill easily by unscrewing the top cap\\u2014no spills or mess. Works great with various peppercorns and salts Designed with a streamlined, ergonomic body, this wooden pepper mill set looks sleek and modern on your kitchen table, sure to impress family and guests alike. Fill with any spice for a stylish touch to your table This premium salt and pepper mill set, beautifully boxed, makes a thoughtful gift for any occasion\\u2014housewarmings, weddings, birthdays, and holidays like Christmas or Valentine\\u2019s Day\"}],\n\"promotion_items\": [{\"title\": \"FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper ...\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...\", \"asin\": \"B0DL9W8S8T\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches\", \"asin\": \"B08R5RRR5B\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wood Salt and Pepper Grinder Set : Stylish Acacia Wood Mills with Ceramic St...\", \"asin\": \"B0DPS19J8W\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Wood Salt and Pepper Grinder Set, Salt Mill Pepper Grinder Set, Pepper Mill, Salt S...\", \"asin\": \"B07C9TVC17\", \"price\": \"$17.42\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set,Manual Salt and Pepper Mill,Acacia wood Salt Gri...\", \"asin\": \"B08MD85GLM\", \"price\": \"$29.90\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...\", \"asin\": \"B0DL9W8S8T\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches\", \"asin\": \"B08R5RRR5B\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Coarse Sea Salt for Grinder Refill, Coarse Grain Kosher Salt, Non-Iodized for Cooking, Mineral-Rich Unrefined Baja Salt, 14 oz Bag, Sea Salt Superstore\", \"asin\": \"B0BZY4GW97\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Gennua Kitchen Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Customized Coarseness, Crafted of Solid Acacia Wood with Ceramic/Stainless Steel Core, 8 Inches Each\", \"asin\": \"/promo/A3MB04TO4RVP1K\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Soeos Himalayan Pink Salt 39 oz + Whole Black Peppercorns 18 oz, Coarse Grain, Kosher Salt for Grinder Refill, Salt and Pepper Grinder, Non-GMO Verified, Spice Seasoning Set for Cooking\", \"asin\": \"B07ZQQSV8N\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"BINHAI Salt and Pepper Wood Mill Tray, Retro Colour Pepper Grinder Rest, Work Surface and Dining Table Protector (Pepper Mill not Included)\", \"asin\": \"/promo/A37DOPEEG459IK\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Amazon Brand - Happy Belly Tellicherry Black Pepper Whole Peppercorn, 16 ounce (Pack of 1)\", \"asin\": \"B07QW1GH8Q\", \"price\": \"$18.17\", \"quantity\": \"\"},\n{\"title\": \"52USA Black Peppercorns 12 oz and Coarse Sea Salt 2 lbs, Salt and Pepper for Grinder Refill, Whole Peppercorns\", \"asin\": \"B0CSLFXJ3S\", \"price\": \"$14.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Haomacro\\u00a02 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\", \"asin\": \"B0DRXKLW49\", \"price\": \"$27.99\"},\n{\"title\": \"TanAndLin\\u00a0Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Crafted of Acacia Wood with Ceramic/Stainless Steel Core|Along with Salt&Pepper Mill Tray,Spoon,8in,2pack\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\"},\n{\"title\": \"98902673\\u00a0FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\"},\n{\"title\": \"Han&field\\u00a0Salt and pepper grinder set 8 inches 2 pieces, made of elegant retro solid acacia wood, adjustable roughness, with stainless steel/ceramic core\", \"asin\": \"B0DDL1S3XG\", \"price\": \"$26.99\"},\n{\"title\": \"Generic\\u00a08-Inch Salt and Pepper Grinder Set \\u2013 Refillable Acacia Wood Mills with Ceramic Grinder, Kitchen Essentials\", \"asin\": \"B0DLDRLKRT\", \"price\": \"$44.95\"},\n{\"title\": \"Covilim\\u00a0Wooden Salt and Pepper Grinder Set: Refillable Salt and Pepper Shakers, Manual Mills Made of Solid Acacia Wood, Ceramic/Stainless Steel Cores, Each 8 Inches in Size, Pack of 2\", \"asin\": \"B0D99NHW9Z\", \"price\": \"$32.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:34:22.789Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T07:34:22.789Z
|
click
|
review
|
rule
|
train
| 3,082
|
2025-04-15T07:34:22.789Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
{"timestamp": "2025-04-10T22:03:39.758Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:03:57.421Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-10T22:04:10.725Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:04:43.245Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:04:59.155Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:05:02.300Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:02.314Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.214Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.236Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:10.722Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:05:49.762Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:06:10.885Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:10:36.499Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T07:30:17.610Z", "action": "input", "action_argument": "pepper grinder"}
{"timestamp": "2025-04-15T07:30:19.634Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T07:30:50.868Z", "action": "input", "action_argument": "salt and p"}
{"timestamp": "2025-04-15T07:30:50.962Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T07:32:02.458Z", "action": "click_product", "action_argument": "B0DJSQQ1ZW"}
{"timestamp": "2025-04-15T07:33:31.522Z", "action": "click_product", "action_argument": "B0DRXKLW49"}
{"timestamp": "2025-04-15T07:33:38.339Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T07:33:38.357Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "salt and pepper grinder set"}],
"cart_items": [{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$621.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$534.99", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$496.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DRXKLW49"},
{"title": "2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch"},
{"price": "$27.99"},
{"bullet_list": "Crafted from solid, natural Acacia wood, this salt and pepper grinder set is all about quality. No plastic parts\u2014just an elegant, ceramic grinder for pure flavor. An ideal gift for friends, neighbors, or even Dad\uff08(Salt and Pepper are not included) Easily adjustable\u2014just twist the top nut to choose your spice fineness, from coarse to fine. Simply turn counter-clockwise for coarser grinds or clockwise for a finer finish Built for quality and ease, this pepper grinder lets you refill easily by unscrewing the top cap\u2014no spills or mess. Works great with various peppercorns and salts Designed with a streamlined, ergonomic body, this wooden pepper mill set looks sleek and modern on your kitchen table, sure to impress family and guests alike. Fill with any spice for a stylish touch to your table This premium salt and pepper mill set, beautifully boxed, makes a thoughtful gift for any occasion\u2014housewarmings, weddings, birthdays, and holidays like Christmas or Valentine\u2019s Day"}],
"promotion_items": [{"title": "FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper ...", "asin": "B0DSTGC7YZ", "price": "$34.99", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...", "asin": "B09YJYX6BG", "price": "$29.99", "quantity": ""},
{"title": "Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...", "asin": "B0DL9W8S8T", "price": "$27.99", "quantity": ""},
{"title": "Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches", "asin": "B08R5RRR5B", "price": "$21.99", "quantity": ""},
{"title": "2 Pack Wood Salt and Pepper Grinder Set : Stylish Acacia Wood Mills with Ceramic St...", "asin": "B0DPS19J8W", "price": "$27.99", "quantity": ""},
{"title": "Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack", "asin": "B08DFF7LDM", "price": "$20.99", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...", "asin": "B0D4QT5SR7", "price": "$29.97", "quantity": ""},
{"title": "Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack", "asin": "B08DFF7LDM", "price": "$20.99", "quantity": ""},
{"title": "Wood Salt and Pepper Grinder Set, Salt Mill Pepper Grinder Set, Pepper Mill, Salt S...", "asin": "B07C9TVC17", "price": "$17.42", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set,Manual Salt and Pepper Mill,Acacia wood Salt Gri...", "asin": "B08MD85GLM", "price": "$29.90", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...", "asin": "B0D4QT5SR7", "price": "$29.97", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...", "asin": "B09YJYX6BG", "price": "$29.99", "quantity": ""},
{"title": "Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...", "asin": "B0DL9W8S8T", "price": "$27.99", "quantity": ""},
{"title": "Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches", "asin": "B08R5RRR5B", "price": "$21.99", "quantity": ""},
{"title": "Coarse Sea Salt for Grinder Refill, Coarse Grain Kosher Salt, Non-Iodized for Cooking, Mineral-Rich Unrefined Baja Salt, 14 oz Bag, Sea Salt Superstore", "asin": "B0BZY4GW97", "price": "$8.99", "quantity": ""},
{"title": "Gennua Kitchen Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Customized Coarseness, Crafted of Solid Acacia Wood with Ceramic/Stainless Steel Core, 8 Inches Each", "asin": "/promo/A3MB04TO4RVP1K", "price": "$29.99", "quantity": ""},
{"title": "Soeos Himalayan Pink Salt 39 oz + Whole Black Peppercorns 18 oz, Coarse Grain, Kosher Salt for Grinder Refill, Salt and Pepper Grinder, Non-GMO Verified, Spice Seasoning Set for Cooking", "asin": "B07ZQQSV8N", "price": "$20.99", "quantity": ""},
{"title": "BINHAI Salt and Pepper Wood Mill Tray, Retro Colour Pepper Grinder Rest, Work Surface and Dining Table Protector (Pepper Mill not Included)", "asin": "/promo/A37DOPEEG459IK", "price": "$9.49", "quantity": ""},
{"title": "Amazon Brand - Happy Belly Tellicherry Black Pepper Whole Peppercorn, 16 ounce (Pack of 1)", "asin": "B07QW1GH8Q", "price": "$18.17", "quantity": ""},
{"title": "52USA Black Peppercorns 12 oz and Coarse Sea Salt 2 lbs, Salt and Pepper for Grinder Refill, Whole Peppercorns", "asin": "B0CSLFXJ3S", "price": "$14.99", "quantity": ""}],
"comparison_items": [{"title": "Haomacro\u00a02 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch", "asin": "B0DRXKLW49", "price": "$27.99"},
{"title": "TanAndLin\u00a0Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Crafted of Acacia Wood with Ceramic/Stainless Steel Core|Along with Salt&Pepper Mill Tray,Spoon,8in,2pack", "asin": "B0D4QT5SR7", "price": "$29.97"},
{"title": "98902673\u00a0FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)", "asin": "B0DSTGC7YZ", "price": "$34.99"},
{"title": "Han&field\u00a0Salt and pepper grinder set 8 inches 2 pieces, made of elegant retro solid acacia wood, adjustable roughness, with stainless steel/ceramic core", "asin": "B0DDL1S3XG", "price": "$26.99"},
{"title": "Generic\u00a08-Inch Salt and Pepper Grinder Set \u2013 Refillable Acacia Wood Mills with Ceramic Grinder, Kitchen Essentials", "asin": "B0DLDRLKRT", "price": "$44.95"},
{"title": "Covilim\u00a0Wooden Salt and Pepper Grinder Set: Refillable Salt and Pepper Shakers, Manual Mills Made of Solid Acacia Wood, Ceramic/Stainless Steel Cores, Each 8 Inches in Size, Pack of 2", "asin": "B0D99NHW9Z", "price": "$32.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T07:34:22.789Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T07:34:22.789Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T07:34:22.789Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 3082,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T07:30:17.610Z\", \"action\": \"input\", \"action_argument\": \"pepper grinder\"}\n{\"timestamp\": \"2025-04-15T07:30:19.634Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T07:30:50.868Z\", \"action\": \"input\", \"action_argument\": \"salt and p\"}\n{\"timestamp\": \"2025-04-15T07:30:50.962Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T07:32:02.458Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJSQQ1ZW\"}\n{\"timestamp\": \"2025-04-15T07:33:31.522Z\", \"action\": \"click_product\", \"action_argument\": \"B0DRXKLW49\"}\n{\"timestamp\": \"2025-04-15T07:33:38.339Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T07:33:38.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"salt and pepper grinder set\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$621.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$534.99\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$496.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DRXKLW49\"},\n{\"title\": \"2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"Crafted from solid, natural Acacia wood, this salt and pepper grinder set is all about quality. No plastic parts\\u2014just an elegant, ceramic grinder for pure flavor. An ideal gift for friends, neighbors, or even Dad\\uff08(Salt and Pepper are not included) Easily adjustable\\u2014just twist the top nut to choose your spice fineness, from coarse to fine. Simply turn counter-clockwise for coarser grinds or clockwise for a finer finish Built for quality and ease, this pepper grinder lets you refill easily by unscrewing the top cap\\u2014no spills or mess. Works great with various peppercorns and salts Designed with a streamlined, ergonomic body, this wooden pepper mill set looks sleek and modern on your kitchen table, sure to impress family and guests alike. Fill with any spice for a stylish touch to your table This premium salt and pepper mill set, beautifully boxed, makes a thoughtful gift for any occasion\\u2014housewarmings, weddings, birthdays, and holidays like Christmas or Valentine\\u2019s Day\"}],\n\"promotion_items\": [{\"title\": \"FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper ...\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...\", \"asin\": \"B0DL9W8S8T\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches\", \"asin\": \"B08R5RRR5B\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wood Salt and Pepper Grinder Set : Stylish Acacia Wood Mills with Ceramic St...\", \"asin\": \"B0DPS19J8W\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Wood Salt and Pepper Grinder Set, Salt Mill Pepper Grinder Set, Pepper Mill, Salt S...\", \"asin\": \"B07C9TVC17\", \"price\": \"$17.42\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set,Manual Salt and Pepper Mill,Acacia wood Salt Gri...\", \"asin\": \"B08MD85GLM\", \"price\": \"$29.90\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...\", \"asin\": \"B0DL9W8S8T\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches\", \"asin\": \"B08R5RRR5B\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Coarse Sea Salt for Grinder Refill, Coarse Grain Kosher Salt, Non-Iodized for Cooking, Mineral-Rich Unrefined Baja Salt, 14 oz Bag, Sea Salt Superstore\", \"asin\": \"B0BZY4GW97\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Gennua Kitchen Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Customized Coarseness, Crafted of Solid Acacia Wood with Ceramic/Stainless Steel Core, 8 Inches Each\", \"asin\": \"/promo/A3MB04TO4RVP1K\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Soeos Himalayan Pink Salt 39 oz + Whole Black Peppercorns 18 oz, Coarse Grain, Kosher Salt for Grinder Refill, Salt and Pepper Grinder, Non-GMO Verified, Spice Seasoning Set for Cooking\", \"asin\": \"B07ZQQSV8N\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"BINHAI Salt and Pepper Wood Mill Tray, Retro Colour Pepper Grinder Rest, Work Surface and Dining Table Protector (Pepper Mill not Included)\", \"asin\": \"/promo/A37DOPEEG459IK\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Amazon Brand - Happy Belly Tellicherry Black Pepper Whole Peppercorn, 16 ounce (Pack of 1)\", \"asin\": \"B07QW1GH8Q\", \"price\": \"$18.17\", \"quantity\": \"\"},\n{\"title\": \"52USA Black Peppercorns 12 oz and Coarse Sea Salt 2 lbs, Salt and Pepper for Grinder Refill, Whole Peppercorns\", \"asin\": \"B0CSLFXJ3S\", \"price\": \"$14.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Haomacro\\u00a02 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\", \"asin\": \"B0DRXKLW49\", \"price\": \"$27.99\"},\n{\"title\": \"TanAndLin\\u00a0Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Crafted of Acacia Wood with Ceramic/Stainless Steel Core|Along with Salt&Pepper Mill Tray,Spoon,8in,2pack\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\"},\n{\"title\": \"98902673\\u00a0FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\"},\n{\"title\": \"Han&field\\u00a0Salt and pepper grinder set 8 inches 2 pieces, made of elegant retro solid acacia wood, adjustable roughness, with stainless steel/ceramic core\", \"asin\": \"B0DDL1S3XG\", \"price\": \"$26.99\"},\n{\"title\": \"Generic\\u00a08-Inch Salt and Pepper Grinder Set \\u2013 Refillable Acacia Wood Mills with Ceramic Grinder, Kitchen Essentials\", \"asin\": \"B0DLDRLKRT\", \"price\": \"$44.95\"},\n{\"title\": \"Covilim\\u00a0Wooden Salt and Pepper Grinder Set: Refillable Salt and Pepper Shakers, Manual Mills Made of Solid Acacia Wood, Ceramic/Stainless Steel Cores, Each 8 Inches in Size, Pack of 2\", \"asin\": \"B0D99NHW9Z\", \"price\": \"$32.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:34:22.789Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T07:30:17.610Z\", \"action\": \"input\", \"action_argument\": \"pepper grinder\"}\n{\"timestamp\": \"2025-04-15T07:30:19.634Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T07:30:50.868Z\", \"action\": \"input\", \"action_argument\": \"salt and p\"}\n{\"timestamp\": \"2025-04-15T07:30:50.962Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T07:32:02.458Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJSQQ1ZW\"}\n{\"timestamp\": \"2025-04-15T07:33:31.522Z\", \"action\": \"click_product\", \"action_argument\": \"B0DRXKLW49\"}\n{\"timestamp\": \"2025-04-15T07:33:38.339Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T07:33:38.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T07:34:22.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"salt and pepper grinder set\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$621.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$534.99\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$496.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DRXKLW49\"},\n{\"title\": \"2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"Crafted from solid, natural Acacia wood, this salt and pepper grinder set is all about quality. No plastic parts\\u2014just an elegant, ceramic grinder for pure flavor. An ideal gift for friends, neighbors, or even Dad\\uff08(Salt and Pepper are not included) Easily adjustable\\u2014just twist the top nut to choose your spice fineness, from coarse to fine. Simply turn counter-clockwise for coarser grinds or clockwise for a finer finish Built for quality and ease, this pepper grinder lets you refill easily by unscrewing the top cap\\u2014no spills or mess. Works great with various peppercorns and salts Designed with a streamlined, ergonomic body, this wooden pepper mill set looks sleek and modern on your kitchen table, sure to impress family and guests alike. Fill with any spice for a stylish touch to your table This premium salt and pepper mill set, beautifully boxed, makes a thoughtful gift for any occasion\\u2014housewarmings, weddings, birthdays, and holidays like Christmas or Valentine\\u2019s Day\"}],\n\"promotion_items\": [{\"title\": \"FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper ...\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...\", \"asin\": \"B0DL9W8S8T\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches\", \"asin\": \"B08R5RRR5B\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wood Salt and Pepper Grinder Set : Stylish Acacia Wood Mills with Ceramic St...\", \"asin\": \"B0DPS19J8W\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Wood Salt and Pepper Grinder Set, Salt Mill Pepper Grinder Set, Pepper Mill, Salt S...\", \"asin\": \"B07C9TVC17\", \"price\": \"$17.42\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set,Manual Salt and Pepper Mill,Acacia wood Salt Gri...\", \"asin\": \"B08MD85GLM\", \"price\": \"$29.90\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...\", \"asin\": \"B0DL9W8S8T\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches\", \"asin\": \"B08R5RRR5B\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Coarse Sea Salt for Grinder Refill, Coarse Grain Kosher Salt, Non-Iodized for Cooking, Mineral-Rich Unrefined Baja Salt, 14 oz Bag, Sea Salt Superstore\", \"asin\": \"B0BZY4GW97\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Gennua Kitchen Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Customized Coarseness, Crafted of Solid Acacia Wood with Ceramic/Stainless Steel Core, 8 Inches Each\", \"asin\": \"/promo/A3MB04TO4RVP1K\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Soeos Himalayan Pink Salt 39 oz + Whole Black Peppercorns 18 oz, Coarse Grain, Kosher Salt for Grinder Refill, Salt and Pepper Grinder, Non-GMO Verified, Spice Seasoning Set for Cooking\", \"asin\": \"B07ZQQSV8N\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"BINHAI Salt and Pepper Wood Mill Tray, Retro Colour Pepper Grinder Rest, Work Surface and Dining Table Protector (Pepper Mill not Included)\", \"asin\": \"/promo/A37DOPEEG459IK\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Amazon Brand - Happy Belly Tellicherry Black Pepper Whole Peppercorn, 16 ounce (Pack of 1)\", \"asin\": \"B07QW1GH8Q\", \"price\": \"$18.17\", \"quantity\": \"\"},\n{\"title\": \"52USA Black Peppercorns 12 oz and Coarse Sea Salt 2 lbs, Salt and Pepper for Grinder Refill, Whole Peppercorns\", \"asin\": \"B0CSLFXJ3S\", \"price\": \"$14.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Haomacro\\u00a02 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\", \"asin\": \"B0DRXKLW49\", \"price\": \"$27.99\"},\n{\"title\": \"TanAndLin\\u00a0Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Crafted of Acacia Wood with Ceramic/Stainless Steel Core|Along with Salt&Pepper Mill Tray,Spoon,8in,2pack\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\"},\n{\"title\": \"98902673\\u00a0FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\"},\n{\"title\": \"Han&field\\u00a0Salt and pepper grinder set 8 inches 2 pieces, made of elegant retro solid acacia wood, adjustable roughness, with stainless steel/ceramic core\", \"asin\": \"B0DDL1S3XG\", \"price\": \"$26.99\"},\n{\"title\": \"Generic\\u00a08-Inch Salt and Pepper Grinder Set \\u2013 Refillable Acacia Wood Mills with Ceramic Grinder, Kitchen Essentials\", \"asin\": \"B0DLDRLKRT\", \"price\": \"$44.95\"},\n{\"title\": \"Covilim\\u00a0Wooden Salt and Pepper Grinder Set: Refillable Salt and Pepper Shakers, Manual Mills Made of Solid Acacia Wood, Ceramic/Stainless Steel Cores, Each 8 Inches in Size, Pack of 2\", \"asin\": \"B0D99NHW9Z\", \"price\": \"$32.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:34:29.687Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T07:34:29.687Z
|
click
|
review
|
rule
|
train
| 3,083
|
2025-04-15T07:34:29.687Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
{"timestamp": "2025-04-10T22:03:39.758Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:03:57.421Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-10T22:04:10.725Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:04:43.245Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:04:59.155Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:05:02.300Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:02.314Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.214Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.236Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:10.722Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:05:49.762Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:06:10.885Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:10:36.499Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T07:30:17.610Z", "action": "input", "action_argument": "pepper grinder"}
{"timestamp": "2025-04-15T07:30:19.634Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T07:30:50.868Z", "action": "input", "action_argument": "salt and p"}
{"timestamp": "2025-04-15T07:30:50.962Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T07:32:02.458Z", "action": "click_product", "action_argument": "B0DJSQQ1ZW"}
{"timestamp": "2025-04-15T07:33:31.522Z", "action": "click_product", "action_argument": "B0DRXKLW49"}
{"timestamp": "2025-04-15T07:33:38.339Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T07:33:38.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T07:34:22.789Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "salt and pepper grinder set"}],
"cart_items": [{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$621.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$534.99", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$496.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DRXKLW49"},
{"title": "2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch"},
{"price": "$27.99"},
{"bullet_list": "Crafted from solid, natural Acacia wood, this salt and pepper grinder set is all about quality. No plastic parts\u2014just an elegant, ceramic grinder for pure flavor. An ideal gift for friends, neighbors, or even Dad\uff08(Salt and Pepper are not included) Easily adjustable\u2014just twist the top nut to choose your spice fineness, from coarse to fine. Simply turn counter-clockwise for coarser grinds or clockwise for a finer finish Built for quality and ease, this pepper grinder lets you refill easily by unscrewing the top cap\u2014no spills or mess. Works great with various peppercorns and salts Designed with a streamlined, ergonomic body, this wooden pepper mill set looks sleek and modern on your kitchen table, sure to impress family and guests alike. Fill with any spice for a stylish touch to your table This premium salt and pepper mill set, beautifully boxed, makes a thoughtful gift for any occasion\u2014housewarmings, weddings, birthdays, and holidays like Christmas or Valentine\u2019s Day"}],
"promotion_items": [{"title": "FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper ...", "asin": "B0DSTGC7YZ", "price": "$34.99", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...", "asin": "B09YJYX6BG", "price": "$29.99", "quantity": ""},
{"title": "Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...", "asin": "B0DL9W8S8T", "price": "$27.99", "quantity": ""},
{"title": "Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches", "asin": "B08R5RRR5B", "price": "$21.99", "quantity": ""},
{"title": "2 Pack Wood Salt and Pepper Grinder Set : Stylish Acacia Wood Mills with Ceramic St...", "asin": "B0DPS19J8W", "price": "$27.99", "quantity": ""},
{"title": "Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack", "asin": "B08DFF7LDM", "price": "$20.99", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...", "asin": "B0D4QT5SR7", "price": "$29.97", "quantity": ""},
{"title": "Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack", "asin": "B08DFF7LDM", "price": "$20.99", "quantity": ""},
{"title": "Wood Salt and Pepper Grinder Set, Salt Mill Pepper Grinder Set, Pepper Mill, Salt S...", "asin": "B07C9TVC17", "price": "$17.42", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set,Manual Salt and Pepper Mill,Acacia wood Salt Gri...", "asin": "B08MD85GLM", "price": "$29.90", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...", "asin": "B0D4QT5SR7", "price": "$29.97", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...", "asin": "B09YJYX6BG", "price": "$29.99", "quantity": ""},
{"title": "Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...", "asin": "B0DL9W8S8T", "price": "$27.99", "quantity": ""},
{"title": "Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches", "asin": "B08R5RRR5B", "price": "$21.99", "quantity": ""},
{"title": "Coarse Sea Salt for Grinder Refill, Coarse Grain Kosher Salt, Non-Iodized for Cooking, Mineral-Rich Unrefined Baja Salt, 14 oz Bag, Sea Salt Superstore", "asin": "B0BZY4GW97", "price": "$8.99", "quantity": ""},
{"title": "Gennua Kitchen Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Customized Coarseness, Crafted of Solid Acacia Wood with Ceramic/Stainless Steel Core, 8 Inches Each", "asin": "/promo/A3MB04TO4RVP1K", "price": "$29.99", "quantity": ""},
{"title": "Soeos Himalayan Pink Salt 39 oz + Whole Black Peppercorns 18 oz, Coarse Grain, Kosher Salt for Grinder Refill, Salt and Pepper Grinder, Non-GMO Verified, Spice Seasoning Set for Cooking", "asin": "B07ZQQSV8N", "price": "$20.99", "quantity": ""},
{"title": "BINHAI Salt and Pepper Wood Mill Tray, Retro Colour Pepper Grinder Rest, Work Surface and Dining Table Protector (Pepper Mill not Included)", "asin": "/promo/A37DOPEEG459IK", "price": "$9.49", "quantity": ""},
{"title": "Amazon Brand - Happy Belly Tellicherry Black Pepper Whole Peppercorn, 16 ounce (Pack of 1)", "asin": "B07QW1GH8Q", "price": "$18.17", "quantity": ""},
{"title": "52USA Black Peppercorns 12 oz and Coarse Sea Salt 2 lbs, Salt and Pepper for Grinder Refill, Whole Peppercorns", "asin": "B0CSLFXJ3S", "price": "$14.99", "quantity": ""}],
"comparison_items": [{"title": "Haomacro\u00a02 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch", "asin": "B0DRXKLW49", "price": "$27.99"},
{"title": "TanAndLin\u00a0Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Crafted of Acacia Wood with Ceramic/Stainless Steel Core|Along with Salt&Pepper Mill Tray,Spoon,8in,2pack", "asin": "B0D4QT5SR7", "price": "$29.97"},
{"title": "98902673\u00a0FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)", "asin": "B0DSTGC7YZ", "price": "$34.99"},
{"title": "Han&field\u00a0Salt and pepper grinder set 8 inches 2 pieces, made of elegant retro solid acacia wood, adjustable roughness, with stainless steel/ceramic core", "asin": "B0DDL1S3XG", "price": "$26.99"},
{"title": "Generic\u00a08-Inch Salt and Pepper Grinder Set \u2013 Refillable Acacia Wood Mills with Ceramic Grinder, Kitchen Essentials", "asin": "B0DLDRLKRT", "price": "$44.95"},
{"title": "Covilim\u00a0Wooden Salt and Pepper Grinder Set: Refillable Salt and Pepper Shakers, Manual Mills Made of Solid Acacia Wood, Ceramic/Stainless Steel Cores, Each 8 Inches in Size, Pack of 2", "asin": "B0D99NHW9Z", "price": "$32.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T07:34:29.687Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T07:34:29.687Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T07:34:29.687Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 3083,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T07:30:17.610Z\", \"action\": \"input\", \"action_argument\": \"pepper grinder\"}\n{\"timestamp\": \"2025-04-15T07:30:19.634Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T07:30:50.868Z\", \"action\": \"input\", \"action_argument\": \"salt and p\"}\n{\"timestamp\": \"2025-04-15T07:30:50.962Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T07:32:02.458Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJSQQ1ZW\"}\n{\"timestamp\": \"2025-04-15T07:33:31.522Z\", \"action\": \"click_product\", \"action_argument\": \"B0DRXKLW49\"}\n{\"timestamp\": \"2025-04-15T07:33:38.339Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T07:33:38.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T07:34:22.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"salt and pepper grinder set\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$621.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$534.99\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$496.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DRXKLW49\"},\n{\"title\": \"2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"Crafted from solid, natural Acacia wood, this salt and pepper grinder set is all about quality. No plastic parts\\u2014just an elegant, ceramic grinder for pure flavor. An ideal gift for friends, neighbors, or even Dad\\uff08(Salt and Pepper are not included) Easily adjustable\\u2014just twist the top nut to choose your spice fineness, from coarse to fine. Simply turn counter-clockwise for coarser grinds or clockwise for a finer finish Built for quality and ease, this pepper grinder lets you refill easily by unscrewing the top cap\\u2014no spills or mess. Works great with various peppercorns and salts Designed with a streamlined, ergonomic body, this wooden pepper mill set looks sleek and modern on your kitchen table, sure to impress family and guests alike. Fill with any spice for a stylish touch to your table This premium salt and pepper mill set, beautifully boxed, makes a thoughtful gift for any occasion\\u2014housewarmings, weddings, birthdays, and holidays like Christmas or Valentine\\u2019s Day\"}],\n\"promotion_items\": [{\"title\": \"FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper ...\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...\", \"asin\": \"B0DL9W8S8T\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches\", \"asin\": \"B08R5RRR5B\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wood Salt and Pepper Grinder Set : Stylish Acacia Wood Mills with Ceramic St...\", \"asin\": \"B0DPS19J8W\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Wood Salt and Pepper Grinder Set, Salt Mill Pepper Grinder Set, Pepper Mill, Salt S...\", \"asin\": \"B07C9TVC17\", \"price\": \"$17.42\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set,Manual Salt and Pepper Mill,Acacia wood Salt Gri...\", \"asin\": \"B08MD85GLM\", \"price\": \"$29.90\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...\", \"asin\": \"B0DL9W8S8T\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches\", \"asin\": \"B08R5RRR5B\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Coarse Sea Salt for Grinder Refill, Coarse Grain Kosher Salt, Non-Iodized for Cooking, Mineral-Rich Unrefined Baja Salt, 14 oz Bag, Sea Salt Superstore\", \"asin\": \"B0BZY4GW97\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Gennua Kitchen Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Customized Coarseness, Crafted of Solid Acacia Wood with Ceramic/Stainless Steel Core, 8 Inches Each\", \"asin\": \"/promo/A3MB04TO4RVP1K\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Soeos Himalayan Pink Salt 39 oz + Whole Black Peppercorns 18 oz, Coarse Grain, Kosher Salt for Grinder Refill, Salt and Pepper Grinder, Non-GMO Verified, Spice Seasoning Set for Cooking\", \"asin\": \"B07ZQQSV8N\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"BINHAI Salt and Pepper Wood Mill Tray, Retro Colour Pepper Grinder Rest, Work Surface and Dining Table Protector (Pepper Mill not Included)\", \"asin\": \"/promo/A37DOPEEG459IK\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Amazon Brand - Happy Belly Tellicherry Black Pepper Whole Peppercorn, 16 ounce (Pack of 1)\", \"asin\": \"B07QW1GH8Q\", \"price\": \"$18.17\", \"quantity\": \"\"},\n{\"title\": \"52USA Black Peppercorns 12 oz and Coarse Sea Salt 2 lbs, Salt and Pepper for Grinder Refill, Whole Peppercorns\", \"asin\": \"B0CSLFXJ3S\", \"price\": \"$14.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Haomacro\\u00a02 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\", \"asin\": \"B0DRXKLW49\", \"price\": \"$27.99\"},\n{\"title\": \"TanAndLin\\u00a0Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Crafted of Acacia Wood with Ceramic/Stainless Steel Core|Along with Salt&Pepper Mill Tray,Spoon,8in,2pack\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\"},\n{\"title\": \"98902673\\u00a0FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\"},\n{\"title\": \"Han&field\\u00a0Salt and pepper grinder set 8 inches 2 pieces, made of elegant retro solid acacia wood, adjustable roughness, with stainless steel/ceramic core\", \"asin\": \"B0DDL1S3XG\", \"price\": \"$26.99\"},\n{\"title\": \"Generic\\u00a08-Inch Salt and Pepper Grinder Set \\u2013 Refillable Acacia Wood Mills with Ceramic Grinder, Kitchen Essentials\", \"asin\": \"B0DLDRLKRT\", \"price\": \"$44.95\"},\n{\"title\": \"Covilim\\u00a0Wooden Salt and Pepper Grinder Set: Refillable Salt and Pepper Shakers, Manual Mills Made of Solid Acacia Wood, Ceramic/Stainless Steel Cores, Each 8 Inches in Size, Pack of 2\", \"asin\": \"B0D99NHW9Z\", \"price\": \"$32.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:34:29.687Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T07:30:17.610Z\", \"action\": \"input\", \"action_argument\": \"pepper grinder\"}\n{\"timestamp\": \"2025-04-15T07:30:19.634Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T07:30:50.868Z\", \"action\": \"input\", \"action_argument\": \"salt and p\"}\n{\"timestamp\": \"2025-04-15T07:30:50.962Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T07:32:02.458Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJSQQ1ZW\"}\n{\"timestamp\": \"2025-04-15T07:33:31.522Z\", \"action\": \"click_product\", \"action_argument\": \"B0DRXKLW49\"}\n{\"timestamp\": \"2025-04-15T07:33:38.339Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T07:33:38.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T07:34:22.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T07:34:29.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"salt and pepper grinder set\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$621.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$534.99\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$496.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DRXKLW49\"},\n{\"title\": \"2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"Crafted from solid, natural Acacia wood, this salt and pepper grinder set is all about quality. No plastic parts\\u2014just an elegant, ceramic grinder for pure flavor. An ideal gift for friends, neighbors, or even Dad\\uff08(Salt and Pepper are not included) Easily adjustable\\u2014just twist the top nut to choose your spice fineness, from coarse to fine. Simply turn counter-clockwise for coarser grinds or clockwise for a finer finish Built for quality and ease, this pepper grinder lets you refill easily by unscrewing the top cap\\u2014no spills or mess. Works great with various peppercorns and salts Designed with a streamlined, ergonomic body, this wooden pepper mill set looks sleek and modern on your kitchen table, sure to impress family and guests alike. Fill with any spice for a stylish touch to your table This premium salt and pepper mill set, beautifully boxed, makes a thoughtful gift for any occasion\\u2014housewarmings, weddings, birthdays, and holidays like Christmas or Valentine\\u2019s Day\"}],\n\"promotion_items\": [{\"title\": \"FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper ...\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...\", \"asin\": \"B0DL9W8S8T\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches\", \"asin\": \"B08R5RRR5B\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wood Salt and Pepper Grinder Set : Stylish Acacia Wood Mills with Ceramic St...\", \"asin\": \"B0DPS19J8W\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Wood Salt and Pepper Grinder Set, Salt Mill Pepper Grinder Set, Pepper Mill, Salt S...\", \"asin\": \"B07C9TVC17\", \"price\": \"$17.42\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set,Manual Salt and Pepper Mill,Acacia wood Salt Gri...\", \"asin\": \"B08MD85GLM\", \"price\": \"$29.90\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...\", \"asin\": \"B0DL9W8S8T\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches\", \"asin\": \"B08R5RRR5B\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Coarse Sea Salt for Grinder Refill, Coarse Grain Kosher Salt, Non-Iodized for Cooking, Mineral-Rich Unrefined Baja Salt, 14 oz Bag, Sea Salt Superstore\", \"asin\": \"B0BZY4GW97\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Gennua Kitchen Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Customized Coarseness, Crafted of Solid Acacia Wood with Ceramic/Stainless Steel Core, 8 Inches Each\", \"asin\": \"/promo/A3MB04TO4RVP1K\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Soeos Himalayan Pink Salt 39 oz + Whole Black Peppercorns 18 oz, Coarse Grain, Kosher Salt for Grinder Refill, Salt and Pepper Grinder, Non-GMO Verified, Spice Seasoning Set for Cooking\", \"asin\": \"B07ZQQSV8N\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"BINHAI Salt and Pepper Wood Mill Tray, Retro Colour Pepper Grinder Rest, Work Surface and Dining Table Protector (Pepper Mill not Included)\", \"asin\": \"/promo/A37DOPEEG459IK\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Amazon Brand - Happy Belly Tellicherry Black Pepper Whole Peppercorn, 16 ounce (Pack of 1)\", \"asin\": \"B07QW1GH8Q\", \"price\": \"$18.17\", \"quantity\": \"\"},\n{\"title\": \"52USA Black Peppercorns 12 oz and Coarse Sea Salt 2 lbs, Salt and Pepper for Grinder Refill, Whole Peppercorns\", \"asin\": \"B0CSLFXJ3S\", \"price\": \"$14.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Haomacro\\u00a02 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\", \"asin\": \"B0DRXKLW49\", \"price\": \"$27.99\"},\n{\"title\": \"TanAndLin\\u00a0Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Crafted of Acacia Wood with Ceramic/Stainless Steel Core|Along with Salt&Pepper Mill Tray,Spoon,8in,2pack\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\"},\n{\"title\": \"98902673\\u00a0FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\"},\n{\"title\": \"Han&field\\u00a0Salt and pepper grinder set 8 inches 2 pieces, made of elegant retro solid acacia wood, adjustable roughness, with stainless steel/ceramic core\", \"asin\": \"B0DDL1S3XG\", \"price\": \"$26.99\"},\n{\"title\": \"Generic\\u00a08-Inch Salt and Pepper Grinder Set \\u2013 Refillable Acacia Wood Mills with Ceramic Grinder, Kitchen Essentials\", \"asin\": \"B0DLDRLKRT\", \"price\": \"$44.95\"},\n{\"title\": \"Covilim\\u00a0Wooden Salt and Pepper Grinder Set: Refillable Salt and Pepper Shakers, Manual Mills Made of Solid Acacia Wood, Ceramic/Stainless Steel Cores, Each 8 Inches in Size, Pack of 2\", \"asin\": \"B0D99NHW9Z\", \"price\": \"$32.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:34:32.634Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T07:34:32.634Z
|
purchase
|
B0DRXKLW49
|
rule
|
train
| 3,084
|
2025-04-15T07:34:32.634Z
|
purchase
|
B0DRXKLW49
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T08:18:56.833Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:19:02.576Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:20:42.321Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:42.339Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T08:20:51.161Z", "action": "purchase", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:21:42.129Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T08:21:46.423Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-06T08:22:18.564Z", "action": "click_product", "action_argument": "B0DPMN3YPY"}
{"timestamp": "2025-04-06T08:23:05.655Z", "action": "input", "action_argument": "robot"}
{"timestamp": "2025-04-06T08:23:05.779Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T08:23:26.429Z", "action": "click_product", "action_argument": "B0CVJ3K8FF"}
{"timestamp": "2025-04-06T08:23:51.783Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T08:24:01.859Z", "action": "click_product", "action_argument": "B0DMDZDLN8"}
{"timestamp": "2025-04-06T08:24:50.684Z", "action": "click_product", "action_argument": "B0CVL2TT74"}
{"timestamp": "2025-04-06T23:02:19.180Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:02:26.304Z", "action": "input", "action_argument": "co10"}
{"timestamp": "2025-04-06T23:02:26.701Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:02:37.061Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:53:22.293Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:53.977Z", "action": "input", "action_argument": "panasonic hair dryer"}
{"timestamp": "2025-04-10T21:56:54.280Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T21:57:03.720Z", "action": "click_product", "action_argument": "B08RK2LHR6"}
{"timestamp": "2025-04-10T21:58:09.199Z", "action": "click_product", "action_argument": "B0DR5B8SSV"}
{"timestamp": "2025-04-10T21:58:54.969Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T21:59:20.425Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T21:59:34.082Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:00:55.015Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:01:47.993Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:48.017Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:01:53.551Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:02:05.044Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:02:21.538Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:02:29.619Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T22:02:48.246Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:03:15.959Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:03:23.521Z", "action": "click_product", "action_argument": "B0D6V8W64C"}
{"timestamp": "2025-04-10T22:03:39.758Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:03:57.421Z", "action": "click_product", "action_argument": "B0CRYWLZ56"}
{"timestamp": "2025-04-10T22:04:10.725Z", "action": "click_product", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:04:43.245Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:04:59.155Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-10T22:05:02.300Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:02.314Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.214Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:05.236Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-10T22:05:10.722Z", "action": "purchase", "action_argument": "B0DSHXT8FR"}
{"timestamp": "2025-04-10T22:05:49.762Z", "action": "click_product", "action_argument": "B0DVBTQZYN"}
{"timestamp": "2025-04-10T22:06:10.885Z", "action": "click_product", "action_argument": "B0DR28SH5R"}
{"timestamp": "2025-04-10T22:10:36.499Z", "action": "click", "action_argument": "nav_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T07:30:17.610Z", "action": "input", "action_argument": "pepper grinder"}
{"timestamp": "2025-04-15T07:30:19.634Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T07:30:50.868Z", "action": "input", "action_argument": "salt and p"}
{"timestamp": "2025-04-15T07:30:50.962Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T07:32:02.458Z", "action": "click_product", "action_argument": "B0DJSQQ1ZW"}
{"timestamp": "2025-04-15T07:33:31.522Z", "action": "click_product", "action_argument": "B0DRXKLW49"}
{"timestamp": "2025-04-15T07:33:38.339Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T07:33:38.357Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T07:34:22.789Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T07:34:29.687Z", "action": "click", "action_argument": "review"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "salt and pepper grinder set"}],
"cart_items": [{"title": "ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner", "asin": "B0DR28SH5R", "price": "$621.99", "quantity": "1"},
{"title": "NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor", "asin": "B0DSHXT8FR", "price": "$199.99", "quantity": "1"},
{"title": "Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor", "asin": "B0DVBTQZYN", "price": "$534.99", "quantity": "1"},
{"title": "AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet", "asin": "B0DPMN3YPY", "price": "$169.99", "quantity": "1"},
{"title": "Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet", "asin": "B0CRYWLZ56", "price": "$496.99", "quantity": "1"},
{"title": "Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)", "asin": "B093WPZF1Y", "price": "$11.21", "quantity": "1"},
{"title": "University of California Irvine Mascot Full Size Standard License Plate Metal Frame", "asin": "B0CGHRV2XV", "price": "$21.99", "quantity": "1"},
{"title": "Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets", "asin": "B004JO3JTM", "price": "$12.49", "quantity": "1"},
{"title": "365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count", "asin": "B074H73J1Q", "price": "$3.39"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB", "asin": "B00J3VHERY", "price": "$8.29"},
{"title": "Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB", "asin": "B00AR100NE", "price": "$5.49"},
{"title": "Just Bare\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB", "asin": "B07PSZTSGH", "price": "$12.98"},
{"title": "Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)", "asin": "B07HKGMPDR", "price": "$4.49"},
{"title": "365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce", "asin": "B074H61M18", "price": "$3.69"},
{"title": "Amazon Brand, Happy Belly Straight Fries, 32 Oz", "asin": "B08CPLHDMC", "price": "$2.99"},
{"title": "Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz", "asin": "B0948HW1ST", "price": "$9.65"},
{"title": "Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb", "asin": "B07ZS3QV9T", "price": "$11.95"},
{"title": "Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies", "asin": "B0D4GM1BXQ", "price": "$8.99/lb"},
{"title": "Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)", "asin": "B000VHPHF0", "price": "$4.69"},
{"title": "Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice", "asin": "B09W22N2SK", "price": "$31.96"},
{"title": "365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz", "asin": "B07Q4YNG8W", "price": "$11.29"}],
"product_details": [{"asin": "B0DRXKLW49"},
{"title": "2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch"},
{"price": "$27.99"},
{"bullet_list": "Crafted from solid, natural Acacia wood, this salt and pepper grinder set is all about quality. No plastic parts\u2014just an elegant, ceramic grinder for pure flavor. An ideal gift for friends, neighbors, or even Dad\uff08(Salt and Pepper are not included) Easily adjustable\u2014just twist the top nut to choose your spice fineness, from coarse to fine. Simply turn counter-clockwise for coarser grinds or clockwise for a finer finish Built for quality and ease, this pepper grinder lets you refill easily by unscrewing the top cap\u2014no spills or mess. Works great with various peppercorns and salts Designed with a streamlined, ergonomic body, this wooden pepper mill set looks sleek and modern on your kitchen table, sure to impress family and guests alike. Fill with any spice for a stylish touch to your table This premium salt and pepper mill set, beautifully boxed, makes a thoughtful gift for any occasion\u2014housewarmings, weddings, birthdays, and holidays like Christmas or Valentine\u2019s Day"}],
"promotion_items": [{"title": "FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper ...", "asin": "B0DSTGC7YZ", "price": "$34.99", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...", "asin": "B09YJYX6BG", "price": "$29.99", "quantity": ""},
{"title": "Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...", "asin": "B0DL9W8S8T", "price": "$27.99", "quantity": ""},
{"title": "Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches", "asin": "B08R5RRR5B", "price": "$21.99", "quantity": ""},
{"title": "2 Pack Wood Salt and Pepper Grinder Set : Stylish Acacia Wood Mills with Ceramic St...", "asin": "B0DPS19J8W", "price": "$27.99", "quantity": ""},
{"title": "Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack", "asin": "B08DFF7LDM", "price": "$20.99", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...", "asin": "B0D4QT5SR7", "price": "$29.97", "quantity": ""},
{"title": "Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack", "asin": "B08DFF7LDM", "price": "$20.99", "quantity": ""},
{"title": "Wood Salt and Pepper Grinder Set, Salt Mill Pepper Grinder Set, Pepper Mill, Salt S...", "asin": "B07C9TVC17", "price": "$17.42", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set,Manual Salt and Pepper Mill,Acacia wood Salt Gri...", "asin": "B08MD85GLM", "price": "$29.90", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...", "asin": "B0D4QT5SR7", "price": "$29.97", "quantity": ""},
{"title": "Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...", "asin": "B09YJYX6BG", "price": "$29.99", "quantity": ""},
{"title": "Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...", "asin": "B0DL9W8S8T", "price": "$27.99", "quantity": ""},
{"title": "Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches", "asin": "B08R5RRR5B", "price": "$21.99", "quantity": ""},
{"title": "Coarse Sea Salt for Grinder Refill, Coarse Grain Kosher Salt, Non-Iodized for Cooking, Mineral-Rich Unrefined Baja Salt, 14 oz Bag, Sea Salt Superstore", "asin": "B0BZY4GW97", "price": "$8.99", "quantity": ""},
{"title": "Gennua Kitchen Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Customized Coarseness, Crafted of Solid Acacia Wood with Ceramic/Stainless Steel Core, 8 Inches Each", "asin": "/promo/A3MB04TO4RVP1K", "price": "$29.99", "quantity": ""},
{"title": "Soeos Himalayan Pink Salt 39 oz + Whole Black Peppercorns 18 oz, Coarse Grain, Kosher Salt for Grinder Refill, Salt and Pepper Grinder, Non-GMO Verified, Spice Seasoning Set for Cooking", "asin": "B07ZQQSV8N", "price": "$20.99", "quantity": ""},
{"title": "BINHAI Salt and Pepper Wood Mill Tray, Retro Colour Pepper Grinder Rest, Work Surface and Dining Table Protector (Pepper Mill not Included)", "asin": "/promo/A37DOPEEG459IK", "price": "$9.49", "quantity": ""},
{"title": "Amazon Brand - Happy Belly Tellicherry Black Pepper Whole Peppercorn, 16 ounce (Pack of 1)", "asin": "B07QW1GH8Q", "price": "$18.17", "quantity": ""},
{"title": "52USA Black Peppercorns 12 oz and Coarse Sea Salt 2 lbs, Salt and Pepper for Grinder Refill, Whole Peppercorns", "asin": "B0CSLFXJ3S", "price": "$14.99", "quantity": ""}],
"comparison_items": [{"title": "Haomacro\u00a02 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch", "asin": "B0DRXKLW49", "price": "$27.99"},
{"title": "TanAndLin\u00a0Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Crafted of Acacia Wood with Ceramic/Stainless Steel Core|Along with Salt&Pepper Mill Tray,Spoon,8in,2pack", "asin": "B0D4QT5SR7", "price": "$29.97"},
{"title": "98902673\u00a0FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)", "asin": "B0DSTGC7YZ", "price": "$34.99"},
{"title": "Han&field\u00a0Salt and pepper grinder set 8 inches 2 pieces, made of elegant retro solid acacia wood, adjustable roughness, with stainless steel/ceramic core", "asin": "B0DDL1S3XG", "price": "$26.99"},
{"title": "Generic\u00a08-Inch Salt and Pepper Grinder Set \u2013 Refillable Acacia Wood Mills with Ceramic Grinder, Kitchen Essentials", "asin": "B0DLDRLKRT", "price": "$44.95"},
{"title": "Covilim\u00a0Wooden Salt and Pepper Grinder Set: Refillable Salt and Pepper Shakers, Manual Mills Made of Solid Acacia Wood, Ceramic/Stainless Steel Cores, Each 8 Inches in Size, Pack of 2", "asin": "B0D99NHW9Z", "price": "$32.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T07:34:32.634Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T07:34:32.634Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DRXKLW49\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T07:34:32.634Z\",\"action\": \"purchase\",\"acion_argument\": \"B0DRXKLW49\",}</answer>",
"index": 3084,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T08:18:56.833Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:19:02.576Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:20:42.321Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:42.339Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T08:20:51.161Z\", \"action\": \"purchase\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:21:42.129Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T08:21:46.423Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-06T08:22:18.564Z\", \"action\": \"click_product\", \"action_argument\": \"B0DPMN3YPY\"}\n{\"timestamp\": \"2025-04-06T08:23:05.655Z\", \"action\": \"input\", \"action_argument\": \"robot\"}\n{\"timestamp\": \"2025-04-06T08:23:05.779Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T08:23:26.429Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVJ3K8FF\"}\n{\"timestamp\": \"2025-04-06T08:23:51.783Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T08:24:01.859Z\", \"action\": \"click_product\", \"action_argument\": \"B0DMDZDLN8\"}\n{\"timestamp\": \"2025-04-06T08:24:50.684Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVL2TT74\"}\n{\"timestamp\": \"2025-04-06T23:02:19.180Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:02:26.304Z\", \"action\": \"input\", \"action_argument\": \"co10\"}\n{\"timestamp\": \"2025-04-06T23:02:26.701Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:02:37.061Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:53:22.293Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:53.977Z\", \"action\": \"input\", \"action_argument\": \"panasonic hair dryer\"}\n{\"timestamp\": \"2025-04-10T21:56:54.280Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T21:57:03.720Z\", \"action\": \"click_product\", \"action_argument\": \"B08RK2LHR6\"}\n{\"timestamp\": \"2025-04-10T21:58:09.199Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR5B8SSV\"}\n{\"timestamp\": \"2025-04-10T21:58:54.969Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T21:59:20.425Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T21:59:34.082Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:00:55.015Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:01:47.993Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:48.017Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:01:53.551Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:02:05.044Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:02:21.538Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:02:29.619Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T22:02:48.246Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:03:15.959Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:03:23.521Z\", \"action\": \"click_product\", \"action_argument\": \"B0D6V8W64C\"}\n{\"timestamp\": \"2025-04-10T22:03:39.758Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:03:57.421Z\", \"action\": \"click_product\", \"action_argument\": \"B0CRYWLZ56\"}\n{\"timestamp\": \"2025-04-10T22:04:10.725Z\", \"action\": \"click_product\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:04:43.245Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:04:59.155Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-10T22:05:02.300Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:02.314Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.214Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:05.236Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-10T22:05:10.722Z\", \"action\": \"purchase\", \"action_argument\": \"B0DSHXT8FR\"}\n{\"timestamp\": \"2025-04-10T22:05:49.762Z\", \"action\": \"click_product\", \"action_argument\": \"B0DVBTQZYN\"}\n{\"timestamp\": \"2025-04-10T22:06:10.885Z\", \"action\": \"click_product\", \"action_argument\": \"B0DR28SH5R\"}\n{\"timestamp\": \"2025-04-10T22:10:36.499Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T07:30:17.610Z\", \"action\": \"input\", \"action_argument\": \"pepper grinder\"}\n{\"timestamp\": \"2025-04-15T07:30:19.634Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T07:30:50.868Z\", \"action\": \"input\", \"action_argument\": \"salt and p\"}\n{\"timestamp\": \"2025-04-15T07:30:50.962Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T07:32:02.458Z\", \"action\": \"click_product\", \"action_argument\": \"B0DJSQQ1ZW\"}\n{\"timestamp\": \"2025-04-15T07:33:31.522Z\", \"action\": \"click_product\", \"action_argument\": \"B0DRXKLW49\"}\n{\"timestamp\": \"2025-04-15T07:33:38.339Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T07:33:38.357Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T07:34:22.789Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T07:34:29.687Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"salt and pepper grinder set\"}],\n\"cart_items\": [{\"title\": \"ZCWA Robot Vacuum and Mop Combo,2.4GHz WiFi Link Vacuum Robot,4 Cleaning Mode Robotic Vacuums Cleaner,APP/Remote Aspiradora Robot,Self-Charging Robot Vacuum for Pet Hair,Stains,Carpets,Corner\", \"asin\": \"B0DR28SH5R\", \"price\": \"$621.99\", \"quantity\": \"1\"},\n{\"title\": \"NADALY D200 Robot Vacuum and Mop Combo, Lidar Navigation Robot Vacuum Cleaner, 6000Pa Suction, 200Mins Runtime, Wi-Fi/App/Alexa Control, Self-Recharging Robotic Vacuum for Carpet Pet Hair Hard Floor\", \"asin\": \"B0DSHXT8FR\", \"price\": \"$199.99\", \"quantity\": \"1\"},\n{\"title\": \"Kilgone Robot Vacuum and Mop Combo, App/Alexa Control, Smart Robot Vacuum Cleaner, Ultra-Thin, Automatic Recharge Robotic Vacuum Cleaner for Pet Hair/Carpet/Hard Floor\", \"asin\": \"B0DVBTQZYN\", \"price\": \"$534.99\", \"quantity\": \"1\"},\n{\"title\": \"AIRROBO Robot Vacuum and Mop, 3000Pa Powerful Suction Robot Vacuum Cleaner with Self-Charging, Wi-Fi/App/Voice Control, Advanced Obstacle Avoidance, Slim Design, Ideal for Pet Hair, Hard Floor,Carpet\", \"asin\": \"B0DPMN3YPY\", \"price\": \"$169.99\", \"quantity\": \"1\"},\n{\"title\": \"Robot Vacuum and Mop Combo, WiFi/App/Voice, Robotic Vacuum Cleaner with Schedule, 2 in 1 Mopping Robot Vacuum with Water Tank and Dustbin, Self-Charging, Slim, Ideal for Hard Floor, Pet Hair, Carpet\", \"asin\": \"B0CRYWLZ56\", \"price\": \"$496.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Freezer Gallon Bags, 90 Count (Previously Solimo)\", \"asin\": \"B093WPZF1Y\", \"price\": \"$11.21\", \"quantity\": \"1\"},\n{\"title\": \"University of California Irvine Mascot Full Size Standard License Plate Metal Frame\", \"asin\": \"B0CGHRV2XV\", \"price\": \"$21.99\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Acidophilus Probiotic, Daily Probiotic Supplement, Supports Digestive Health, Twin Pack, 200 Tablets\", \"asin\": \"B004JO3JTM\", \"price\": \"$12.49\", \"quantity\": \"1\"},\n{\"title\": \"365 by Whole Foods Market, Gallon Double Zipper Freezer Bag, 30 Count\", \"asin\": \"B074H73J1Q\", \"price\": \"$3.39\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Breast Fillets | Family Pack | Antibiotic Free | Boneless | Skinless | 2.25 LB\", \"asin\": \"B00J3VHERY\", \"price\": \"$8.29\"},\n{\"title\": \"Just Bare Chicken Natural Fresh Chicken Thighs | No Antibiotics Ever | Boneless | Skinless | 1.25 LB\", \"asin\": \"B00AR100NE\", \"price\": \"$5.49\"},\n{\"title\": \"Just Bare\\u00ae Natural Fresh Chicken Tenders | Family Pack | No Antibiotics Ever | Boneless | Skinless | 2.0 LB\", \"asin\": \"B07PSZTSGH\", \"price\": \"$12.98\"},\n{\"title\": \"Grown in Idaho Super Crispy Crinkle Cut Fries, 28 oz (Frozen)\", \"asin\": \"B07HKGMPDR\", \"price\": \"$4.49\"},\n{\"title\": \"365 by Whole Foods Market, Potatoes Shoestring Organic, 16 Ounce\", \"asin\": \"B074H61M18\", \"price\": \"$3.69\"},\n{\"title\": \"Amazon Brand, Happy Belly Straight Fries, 32 Oz\", \"asin\": \"B08CPLHDMC\", \"price\": \"$2.99\"},\n{\"title\": \"Amazon Fresh Brand, Bay Scallops, Frozen, Responsibly Sourced, Phosphate Free, 12 Oz\", \"asin\": \"B0948HW1ST\", \"price\": \"$9.65\"},\n{\"title\": \"Amazon Fresh Brand, Wild Caught Pacific Whiting Skin-On Fillets Value Pack, Frozen, Sustainably Sourced, Phosphate Free, 2 Lb\", \"asin\": \"B07ZS3QV9T\", \"price\": \"$11.95\"},\n{\"title\": \"Amazon Grocery, Beef Stew Meat, Boneless, USDA Choice, Weight Varies\", \"asin\": \"B0D4GM1BXQ\", \"price\": \"$8.99/lb\"},\n{\"title\": \"Alexia Seasoned Waffle Cut Fries, Non-GMO Ingredients, 20 oz (Frozen)\", \"asin\": \"B000VHPHF0\", \"price\": \"$4.69\"},\n{\"title\": \"Beef Ribeye Roast, Bone-In, 2 Bone, USDA Choice\", \"asin\": \"B09W22N2SK\", \"price\": \"$31.96\"},\n{\"title\": \"365 by Whole Foods Market, Oil Avocado, 16.9 Fl Oz\", \"asin\": \"B07Q4YNG8W\", \"price\": \"$11.29\"}],\n\"product_details\": [{\"asin\": \"B0DRXKLW49\"},\n{\"title\": \"2 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"Crafted from solid, natural Acacia wood, this salt and pepper grinder set is all about quality. No plastic parts\\u2014just an elegant, ceramic grinder for pure flavor. An ideal gift for friends, neighbors, or even Dad\\uff08(Salt and Pepper are not included) Easily adjustable\\u2014just twist the top nut to choose your spice fineness, from coarse to fine. Simply turn counter-clockwise for coarser grinds or clockwise for a finer finish Built for quality and ease, this pepper grinder lets you refill easily by unscrewing the top cap\\u2014no spills or mess. Works great with various peppercorns and salts Designed with a streamlined, ergonomic body, this wooden pepper mill set looks sleek and modern on your kitchen table, sure to impress family and guests alike. Fill with any spice for a stylish touch to your table This premium salt and pepper mill set, beautifully boxed, makes a thoughtful gift for any occasion\\u2014housewarmings, weddings, birthdays, and holidays like Christmas or Valentine\\u2019s Day\"}],\n\"promotion_items\": [{\"title\": \"FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper ...\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...\", \"asin\": \"B0DL9W8S8T\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches\", \"asin\": \"B08R5RRR5B\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Wood Salt and Pepper Grinder Set : Stylish Acacia Wood Mills with Ceramic St...\", \"asin\": \"B0DPS19J8W\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"Haomacro Wood Salt and Pepper Grinder Set, Manual Mills with Acrylic Window, Adjustable Ceramic Grinding - 6.5inch, 2 Pack\", \"asin\": \"B08DFF7LDM\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Wood Salt and Pepper Grinder Set, Salt Mill Pepper Grinder Set, Pepper Mill, Salt S...\", \"asin\": \"B07C9TVC17\", \"price\": \"$17.42\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set,Manual Salt and Pepper Mill,Acacia wood Salt Gri...\", \"asin\": \"B08MD85GLM\", \"price\": \"$29.90\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Craf...\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Custo...\", \"asin\": \"B09YJYX6BG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Upgraded Wooden - Acacia Wood Salt Grinder and Pepper Grinder Set Premium Acrylic S...\", \"asin\": \"B0DL9W8S8T\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Finnhomy Salt and Pepper Grinder Set, Acacia Wood Adjustable Coarseness Pepper Mill with Wooden Stand, Cleaning Brush & Spoon, Pepper Grinder Refillable, 2 Pack Salt and Pepper Shakers, 8.5 Inches\", \"asin\": \"B08R5RRR5B\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Coarse Sea Salt for Grinder Refill, Coarse Grain Kosher Salt, Non-Iodized for Cooking, Mineral-Rich Unrefined Baja Salt, 14 oz Bag, Sea Salt Superstore\", \"asin\": \"B0BZY4GW97\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Gennua Kitchen Wooden Salt and Pepper Grinder Set: Refillable Salt & Pepper Mills Adjust for Customized Coarseness, Crafted of Solid Acacia Wood with Ceramic/Stainless Steel Core, 8 Inches Each\", \"asin\": \"/promo/A3MB04TO4RVP1K\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Soeos Himalayan Pink Salt 39 oz + Whole Black Peppercorns 18 oz, Coarse Grain, Kosher Salt for Grinder Refill, Salt and Pepper Grinder, Non-GMO Verified, Spice Seasoning Set for Cooking\", \"asin\": \"B07ZQQSV8N\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"BINHAI Salt and Pepper Wood Mill Tray, Retro Colour Pepper Grinder Rest, Work Surface and Dining Table Protector (Pepper Mill not Included)\", \"asin\": \"/promo/A37DOPEEG459IK\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Amazon Brand - Happy Belly Tellicherry Black Pepper Whole Peppercorn, 16 ounce (Pack of 1)\", \"asin\": \"B07QW1GH8Q\", \"price\": \"$18.17\", \"quantity\": \"\"},\n{\"title\": \"52USA Black Peppercorns 12 oz and Coarse Sea Salt 2 lbs, Salt and Pepper for Grinder Refill, Whole Peppercorns\", \"asin\": \"B0CSLFXJ3S\", \"price\": \"$14.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Haomacro\\u00a02 Pack Acacia Wood Salt and Pepper Grinder Set, Wooden Salt and Pepper Mill Set Salt and Pepper Shaker Tableware Birthday Gifts Ceramic Core-8 Inch\", \"asin\": \"B0DRXKLW49\", \"price\": \"$27.99\"},\n{\"title\": \"TanAndLin\\u00a0Wooden Salt and Pepper Grinder Set:Pepper Grinder Manual,Adjustable Coarseness,Crafted of Acacia Wood with Ceramic/Stainless Steel Core|Along with Salt&Pepper Mill Tray,Spoon,8in,2pack\", \"asin\": \"B0D4QT5SR7\", \"price\": \"$29.97\"},\n{\"title\": \"98902673\\u00a0FLAVIVO Wooden Salt and Pepper Grinder Set, Manual Premium Acrylic Salt and pepper Mills with Adjustable Ceramic Core and Wooden Stand, 8-Inch Refillable Giftable Shakers (2 Pieces with Tray)\", \"asin\": \"B0DSTGC7YZ\", \"price\": \"$34.99\"},\n{\"title\": \"Han&field\\u00a0Salt and pepper grinder set 8 inches 2 pieces, made of elegant retro solid acacia wood, adjustable roughness, with stainless steel/ceramic core\", \"asin\": \"B0DDL1S3XG\", \"price\": \"$26.99\"},\n{\"title\": \"Generic\\u00a08-Inch Salt and Pepper Grinder Set \\u2013 Refillable Acacia Wood Mills with Ceramic Grinder, Kitchen Essentials\", \"asin\": \"B0DLDRLKRT\", \"price\": \"$44.95\"},\n{\"title\": \"Covilim\\u00a0Wooden Salt and Pepper Grinder Set: Refillable Salt and Pepper Shakers, Manual Mills Made of Solid Acacia Wood, Ceramic/Stainless Steel Cores, Each 8 Inches in Size, Pack of 2\", \"asin\": \"B0D99NHW9Z\", \"price\": \"$32.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T07:34:32.634Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
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