Alpha-Innovator / MME-ReasoningLinks
Official Repository: A Comprehensive Benchmark for Logical Reasoning in MLLMs
☆43Updated 4 months ago
Alternatives and similar repositories for MME-Reasoning
Users that are interested in MME-Reasoning are comparing it to the libraries listed below
Sorting:
- [AAAI 2025] HiRED strategically drops visual tokens in the image encoding stage to improve inference efficiency for High-Resolution Visio…☆41Updated 6 months ago
- SophiaVL-R1: Reinforcing MLLMs Reasoning with Thinking Reward☆85Updated 2 months ago
- [NeurIPS 2025] NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation☆95Updated last month
- Official implementation of "Traceable Evidence Enhanced Visual Grounded Reasoning: Evaluation and Methodology"☆68Updated 3 months ago
- Github repository for "Bring Reason to Vision: Understanding Perception and Reasoning through Model Merging" (ICML 2025)☆77Updated last month
- Official repo for "PAPO: Perception-Aware Policy Optimization for Multimodal Reasoning"☆94Updated 2 months ago
- ☆98Updated 9 months ago
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆80Updated last week
- Official implement of MIA-DPO☆66Updated 9 months ago
- [ICLR2025] MMIU: Multimodal Multi-image Understanding for Evaluating Large Vision-Language Models☆88Updated last year
- ✨✨ [ICLR 2025] MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans?☆135Updated last week
- ☆45Updated 10 months ago
- DeepPerception: Advancing R1-like Cognitive Visual Perception in MLLMs for Knowledge-Intensive Visual Grounding☆65Updated 4 months ago
- [ACM MM 2025] TimeChat-online: 80% Visual Tokens are Naturally Redundant in Streaming Videos☆88Updated last month
- [CVPR 2025] DyCoke: Dynamic Compression of Tokens for Fast Video Large Language Models☆81Updated last month
- [NeurIPS 2025] MINT-CoT: Enabling Interleaved Visual Tokens in Mathematical Chain-of-Thought Reasoning☆86Updated last month
- [ArXiv] V2PE: Improving Multimodal Long-Context Capability of Vision-Language Models with Variable Visual Position Encoding☆57Updated 10 months ago
- MME-CoT: Benchmarking Chain-of-Thought in LMMs for Reasoning Quality, Robustness, and Efficiency☆132Updated 2 months ago
- ☆58Updated 5 months ago
- (CVPR 2025) PyramidDrop: Accelerating Your Large Vision-Language Models via Pyramid Visual Redundancy Reduction☆133Updated 7 months ago
- ✨✨The Curse of Multi-Modalities (CMM): Evaluating Hallucinations of Large Multimodal Models across Language, Visual, and Audio☆49Updated 3 months ago
- VCR-Bench: A Comprehensive Evaluation Framework for Video Chain-of-Thought Reasoning☆32Updated 3 months ago
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆96Updated last year
- [ICCV 2025] Dynamic-VLM☆25Updated 10 months ago
- Code for DeCo: Decoupling token compression from semanchc abstraction in multimodal large language models☆74Updated 3 months ago
- [ECCV 2024] FlexAttention for Efficient High-Resolution Vision-Language Models☆45Updated 9 months ago
- SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models☆137Updated 3 weeks ago
- Official repository of the video reasoning benchmark MMR-V. Can Your MLLMs "Think with Video"?☆36Updated 4 months ago
- The official code of "VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning" [NeurIPS25]☆162Updated 4 months ago
- ☆125Updated 7 months ago