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Collections including paper arxiv:2301.00774

Quantization Reading-List

LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale

Paper • 2208.07339 • Published Aug 15, 2022 • 5
GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers

Paper • 2210.17323 • Published Oct 31, 2022 • 8
SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models

Paper • 2211.10438 • Published Nov 18, 2022 • 6
QLoRA: Efficient Finetuning of Quantized LLMs

Paper • 2305.14314 • Published May 23, 2023 • 57

DrishtiSharma/dense-baseline

8B • Updated Aug 11, 2024 • 6
DrishtiSharma/aya-c4-sparsity-0.5-gmp

8B • Updated Aug 11, 2024 • 4
DrishtiSharma/aya_sparsity_0.5_wbits_4

8B • Updated Aug 21, 2024 • 7
DrishtiSharma/aya_sparsity_prunen_2_prunem_4

8B • Updated Aug 21, 2024 • 6

LLMs Compression

Sota LLMs Compression

SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot

Paper • 2301.00774 • Published Jan 2, 2023 • 3
LLM-Pruner: On the Structural Pruning of Large Language Models

Paper • 2305.11627 • Published May 19, 2023 • 3
LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale

Paper • 2208.07339 • Published Aug 15, 2022 • 5

Compression Papers

Papers that we're proud to integrate into our libraries

Sparse Finetuning for Inference Acceleration of Large Language Models

Paper • 2310.06927 • Published Oct 10, 2023 • 15
SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot

Paper • 2301.00774 • Published Jan 2, 2023 • 3
The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language Models

Paper • 2203.07259 • Published Mar 14, 2022 • 4
How Well Do Sparse Imagenet Models Transfer?

Paper • 2111.13445 • Published Nov 26, 2021 • 1

Enabling High-Sparsity Foundational Llama Models with Efficient Pretraining and Deployment

Paper • 2405.03594 • Published May 6, 2024 • 7
Sparse Finetuning for Inference Acceleration of Large Language Models

Paper • 2310.06927 • Published Oct 10, 2023 • 15
SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot

Paper • 2301.00774 • Published Jan 2, 2023 • 3
The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language Models

Paper • 2203.07259 • Published Mar 14, 2022 • 4

ShortGPT: Layers in Large Language Models are More Redundant Than You Expect

Paper • 2403.03853 • Published Mar 6, 2024 • 66
SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot

Paper • 2301.00774 • Published Jan 2, 2023 • 3
The LLM Surgeon

Paper • 2312.17244 • Published Dec 28, 2023 • 9
SliceGPT: Compress Large Language Models by Deleting Rows and Columns

Paper • 2401.15024 • Published Jan 26, 2024 • 74

Deja Vu: Contextual Sparsity for Efficient LLMs at Inference Time

Paper • 2310.17157 • Published Oct 26, 2023 • 14
Dynamic Context Pruning for Efficient and Interpretable Autoregressive Transformers

Paper • 2305.15805 • Published May 25, 2023 • 1
Compress, Then Prompt: Improving Accuracy-Efficiency Trade-off of LLM Inference with Transferable Prompt

Paper • 2305.11186 • Published May 17, 2023 • 1
Composable Sparse Fine-Tuning for Cross-Lingual Transfer

Paper • 2110.07560 • Published Oct 14, 2021 • 2

Quantization Reading-List

LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale

Paper • 2208.07339 • Published Aug 15, 2022 • 5
GPTQ: Accurate Post-Training Quantization for Generative Pre-trained Transformers

Paper • 2210.17323 • Published Oct 31, 2022 • 8
SmoothQuant: Accurate and Efficient Post-Training Quantization for Large Language Models

Paper • 2211.10438 • Published Nov 18, 2022 • 6
QLoRA: Efficient Finetuning of Quantized LLMs

Paper • 2305.14314 • Published May 23, 2023 • 57

Enabling High-Sparsity Foundational Llama Models with Efficient Pretraining and Deployment

Paper • 2405.03594 • Published May 6, 2024 • 7
Sparse Finetuning for Inference Acceleration of Large Language Models

Paper • 2310.06927 • Published Oct 10, 2023 • 15
SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot

Paper • 2301.00774 • Published Jan 2, 2023 • 3
The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language Models

Paper • 2203.07259 • Published Mar 14, 2022 • 4

DrishtiSharma/dense-baseline

8B • Updated Aug 11, 2024 • 6
DrishtiSharma/aya-c4-sparsity-0.5-gmp

8B • Updated Aug 11, 2024 • 4
DrishtiSharma/aya_sparsity_0.5_wbits_4

8B • Updated Aug 21, 2024 • 7
DrishtiSharma/aya_sparsity_prunen_2_prunem_4

8B • Updated Aug 21, 2024 • 6

ShortGPT: Layers in Large Language Models are More Redundant Than You Expect

Paper • 2403.03853 • Published Mar 6, 2024 • 66
SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot

Paper • 2301.00774 • Published Jan 2, 2023 • 3
The LLM Surgeon

Paper • 2312.17244 • Published Dec 28, 2023 • 9
SliceGPT: Compress Large Language Models by Deleting Rows and Columns

Paper • 2401.15024 • Published Jan 26, 2024 • 74

LLMs Compression

Sota LLMs Compression

SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot

Paper • 2301.00774 • Published Jan 2, 2023 • 3
LLM-Pruner: On the Structural Pruning of Large Language Models

Paper • 2305.11627 • Published May 19, 2023 • 3
LLM.int8(): 8-bit Matrix Multiplication for Transformers at Scale

Paper • 2208.07339 • Published Aug 15, 2022 • 5

Deja Vu: Contextual Sparsity for Efficient LLMs at Inference Time

Paper • 2310.17157 • Published Oct 26, 2023 • 14
Dynamic Context Pruning for Efficient and Interpretable Autoregressive Transformers

Paper • 2305.15805 • Published May 25, 2023 • 1
Compress, Then Prompt: Improving Accuracy-Efficiency Trade-off of LLM Inference with Transferable Prompt

Paper • 2305.11186 • Published May 17, 2023 • 1
Composable Sparse Fine-Tuning for Cross-Lingual Transfer

Paper • 2110.07560 • Published Oct 14, 2021 • 2

Compression Papers

Papers that we're proud to integrate into our libraries

Sparse Finetuning for Inference Acceleration of Large Language Models

Paper • 2310.06927 • Published Oct 10, 2023 • 15
SparseGPT: Massive Language Models Can Be Accurately Pruned in One-Shot

Paper • 2301.00774 • Published Jan 2, 2023 • 3
The Optimal BERT Surgeon: Scalable and Accurate Second-Order Pruning for Large Language Models

Paper • 2203.07259 • Published Mar 14, 2022 • 4
How Well Do Sparse Imagenet Models Transfer?

Paper • 2111.13445 • Published Nov 26, 2021 • 1

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