Monet: Reasoning in Latent Visual Space Beyond Images and Language Paper • 2511.21395 • Published 17 days ago • 15
MVU-Eval: Towards Multi-Video Understanding Evaluation for Multimodal LLMs Paper • 2511.07250 • Published Nov 10 • 17
When Modalities Conflict: How Unimodal Reasoning Uncertainty Governs Preference Dynamics in MLLMs Paper • 2511.02243 • Published Nov 4 • 24
MorphoBench: A Benchmark with Difficulty Adaptive to Model Reasoning Paper • 2510.14265 • Published Oct 16 • 19
AVoCaDO: An Audiovisual Video Captioner Driven by Temporal Orchestration Paper • 2510.10395 • Published Oct 12 • 30
RealUnify: Do Unified Models Truly Benefit from Unification? A Comprehensive Benchmark Paper • 2509.24897 • Published Sep 29 • 46
OpenGPT-4o-Image: A Comprehensive Dataset for Advanced Image Generation and Editing Paper • 2509.24900 • Published Sep 29 • 53
Kling-Avatar: Grounding Multimodal Instructions for Cascaded Long-Duration Avatar Animation Synthesis Paper • 2509.09595 • Published Sep 11 • 48
The Landscape of Agentic Reinforcement Learning for LLMs: A Survey Paper • 2509.02547 • Published Sep 2 • 225
MME-VideoOCR: Evaluating OCR-Based Capabilities of Multimodal LLMs in Video Scenarios Paper • 2505.21333 • Published May 27 • 38
R1-Reward: Training Multimodal Reward Model Through Stable Reinforcement Learning Paper • 2505.02835 • Published May 5 • 29
Mavors: Multi-granularity Video Representation for Multimodal Large Language Model Paper • 2504.10068 • Published Apr 14 • 30
MME-Unify: A Comprehensive Benchmark for Unified Multimodal Understanding and Generation Models Paper • 2504.03641 • Published Apr 4 • 14
MM-RLHF: The Next Step Forward in Multimodal LLM Alignment Paper • 2502.10391 • Published Feb 14 • 34