OpenGVLab / MM-NIAHLinks
[NeurIPS 2024] Needle In A Multimodal Haystack (MM-NIAH): A comprehensive benchmark designed to systematically evaluate the capability of existing MLLMs to comprehend long multimodal documents.
☆115Updated 10 months ago
Alternatives and similar repositories for MM-NIAH
Users that are interested in MM-NIAH are comparing it to the libraries listed below
Sorting:
- [ICML 2024] | MMT-Bench: A Comprehensive Multimodal Benchmark for Evaluating Large Vision-Language Models Towards Multitask AGI☆114Updated last year
- Official code of *Virgo: A Preliminary Exploration on Reproducing o1-like MLLM*☆109Updated 4 months ago
- Official repository of MMDU dataset☆95Updated last year
- [CVPR'24] RLHF-V: Towards Trustworthy MLLMs via Behavior Alignment from Fine-grained Correctional Human Feedback☆295Updated last year
- Harnessing 1.4M GPT4V-synthesized Data for A Lite Vision-Language Model☆273Updated last year
- MMR1: Enhancing Multimodal Reasoning with Variance-Aware Sampling and Open Resources☆192Updated last week
- A RLHF Infrastructure for Vision-Language Models☆184Updated 10 months ago
- [ICCV 2025 Highlight] The official repository for "2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining"☆172Updated 6 months ago
- [NeurIPS 2024] This repo contains evaluation code for the paper "Are We on the Right Way for Evaluating Large Vision-Language Models"☆195Updated last year
- ☆65Updated last year
- The codebase for our EMNLP24 paper: Multimodal Self-Instruct: Synthetic Abstract Image and Visual Reasoning Instruction Using Language Mo…☆83Updated 8 months ago
- [ArXiv] V2PE: Improving Multimodal Long-Context Capability of Vision-Language Models with Variable Visual Position Encoding☆57Updated 9 months ago
- ☆100Updated last year
- ☆91Updated 8 months ago
- The official code of "VL-Rethinker: Incentivizing Self-Reflection of Vision-Language Models with Reinforcement Learning" [NeurIPS25]☆151Updated 4 months ago
- Official Repo of "MMBench: Is Your Multi-modal Model an All-around Player?"☆252Updated 4 months ago
- Official code for Paper "Mantis: Multi-Image Instruction Tuning" [TMLR 2024]☆227Updated 6 months ago
- ✨✨ [ICLR 2025] MME-RealWorld: Could Your Multimodal LLM Challenge High-Resolution Real-World Scenarios that are Difficult for Humans?☆133Updated 7 months ago
- ☆213Updated last year
- Official implementation of the Law of Vision Representation in MLLMs☆166Updated 10 months ago
- ☆153Updated 11 months ago
- Code for Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models☆90Updated last year
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆93Updated last year
- A collection of visual instruction tuning datasets.☆76Updated last year
- A Self-Training Framework for Vision-Language Reasoning☆86Updated 8 months ago
- A bug-free and improved implementation of LLaVA-UHD, based on the code from the official repo☆34Updated last year
- [TMLR] Public code repo for paper "A Single Transformer for Scalable Vision-Language Modeling"☆147Updated 10 months ago
- [ICCV 2025] LVBench: An Extreme Long Video Understanding Benchmark☆121Updated 2 months ago
- [NeurIPS 2025] NoisyRollout: Reinforcing Visual Reasoning with Data Augmentation☆91Updated 2 weeks ago
- A Survey on Benchmarks of Multimodal Large Language Models☆140Updated 3 months ago