Ruiyang-061X / Awesome-MLLM-ReasoningLinks
📖Curated list about reasoning abilitiy of MLLM, including OpenAI o1, OpenAI o3-mini, and Slow-Thinking.
☆12Updated 8 months ago
Alternatives and similar repositories for Awesome-MLLM-Reasoning
Users that are interested in Awesome-MLLM-Reasoning are comparing it to the libraries listed below
Sorting:
- ✨ Official code for our paper: "Uncertainty-o: One Model-agnostic Framework for Unveiling Epistemic Uncertainty in Large Multimodal Model…☆15Updated 7 months ago
- [ACL 2024] Logical Closed Loop: Uncovering Object Hallucinations in Large Vision-Language Models. Detect and mitigate object hallucinatio…☆24Updated 8 months ago
- [ACM Multimedia 2025] This is the official repo for Debiasing Large Visual Language Models, including a Post-Hoc debias method and Visual…☆82Updated 7 months ago
- This repository will continuously update the latest papers, technical reports, benchmarks about multimodal reasoning!☆53Updated 6 months ago
- [NeurIPS 2025 Spotlight] Think or Not Think: A Study of Explicit Thinking in Rule-Based Visual Reinforcement Fine-Tuning☆68Updated 3 weeks ago
- [ICLR 2025] MLLM can see? Dynamic Correction Decoding for Hallucination Mitigation☆116Updated last month
- [NeurIPS 2023]DDCoT: Duty-Distinct Chain-of-Thought Prompting for Multimodal Reasoning in Language Models☆46Updated last year
- [CVPR' 25] Interleaved-Modal Chain-of-Thought☆89Updated last week
- 🔎Official code for our paper: "VL-Uncertainty: Detecting Hallucination in Large Vision-Language Model via Uncertainty Estimation".☆44Updated 7 months ago
- [ICLR 2025] Mitigating Modality Prior-Induced Hallucinations in Multimodal Large Language Models via Deciphering Attention Causality☆45Updated 3 months ago
- [ICML 2025] Official implementation of paper 'Look Twice Before You Answer: Memory-Space Visual Retracing for Hallucination Mitigation in…☆158Updated 3 weeks ago
- VoCoT: Unleashing Visually Grounded Multi-Step Reasoning in Large Multi-Modal Models☆75Updated last year
- SFT or RL? An Early Investigation into Training R1-Like Reasoning Large Vision-Language Models☆136Updated last week
- Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective (ACL 2024)☆54Updated 11 months ago
- [ACL'25 Main] Official Implementation of HiDe-LLaVA: Hierarchical Decoupling for Continual Instruction Tuning of Multimodal Large Languag…☆33Updated last month
- [EMNLP 2024] mDPO: Conditional Preference Optimization for Multimodal Large Language Models.☆82Updated 11 months ago
- mPLUG-HalOwl: Multimodal Hallucination Evaluation and Mitigating☆98Updated last year
- Beyond Hallucinations: Enhancing LVLMs through Hallucination-Aware Direct Preference Optimization☆94Updated last year
- Enhancing Large Vision Language Models with Self-Training on Image Comprehension.☆70Updated last year
- [ICLR 2025] VL-ICL Bench: The Devil in the Details of Multimodal In-Context Learning☆65Updated 3 weeks ago
- Code for Reducing Hallucinations in Vision-Language Models via Latent Space Steering☆84Updated 10 months ago
- MME-CoT: Benchmarking Chain-of-Thought in LMMs for Reasoning Quality, Robustness, and Efficiency☆130Updated 2 months ago
- MMICL, a state-of-the-art VLM with the in context learning ability from ICL, PKU☆50Updated 3 months ago
- [CVPR 2024] Official Code for the Paper "Compositional Chain-of-Thought Prompting for Large Multimodal Models"☆137Updated last year
- [ICLR 2024] Analyzing and Mitigating Object Hallucination in Large Vision-Language Models☆149Updated last year
- This repository contains the code for SFT, RLHF, and DPO, designed for vision-based LLMs, including the LLaVA models and the LLaMA-3.2-vi…☆115Updated 4 months ago
- ☆94Updated 9 months ago
- [NeurIPS 2024] Calibrated Self-Rewarding Vision Language Models☆80Updated last year
- Official code for ICLR 2024 paper, "A Hard-to-Beat Baseline for Training-free CLIP-based Adaptation"☆81Updated last year
- ✨A curated list of papers on the uncertainty in multi-modal large language model (MLLM).☆53Updated 6 months ago