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Papers
MedThink: A Rationale-Guided Framework for Explaining Medical Visual Question Answering
NAACL 2025
MedTrinity-25M: A Large-scale Multimodal Dataset with Multigranular Annotations for Medicine
ICLR 2025
MemeArena: Automating Context-Aware Unbiased Evaluation of Harmfulness Understanding for Multimodal Large Language Models
EMNLP 2025
Merge then Realign: Simple and Effective Modality-Incremental Continual Learning for Multimodal LLMs
EMNLP 2025
MERMAID: Multi-perspective Self-reflective Agents with Generative Augmentation for Emotion Recognition
EMNLP 2025
MHALO: Evaluating MLLMs as Fine-grained Hallucination Detectors
ACL 2025
MIA-Bench: Towards Better Instruction Following Evaluation of Multimodal LLMs
ICLR 2025
MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research
CVPR 2025
Migician: Revealing the Magic of Free-Form Multi-Image Grounding in Multimodal Large Language Models
ACL 2025
MIKU-PAL: An Automated and Standardized Multimodal Method for Speech Paralinguistic and Affect Labeling
Interspeech 2025
MINERVA: Evaluating Complex Video Reasoning
ICCV 2025
Mini-Monkey: Alleviating the Semantic Sawtooth Effect for Lightweight MLLMs via Complementary Image Pyramid
ICLR 2025
MIO: A Foundation Model on Multimodal Tokens
EMNLP 2025
MIP-GAF: A MLLM-Annotated Benchmark for Most Important Person Localization and Group Context Understanding
WACV 2025
MIRA: Empowering One-Touch AI Services on Smartphones with MLLM-based Instruction Recommendation
ACL 2025
MissRAG: Addressing the Missing Modality Challenge in Multimodal Large Language Models
ICCV 2025
Mitigating Hallucination in Multimodal Large Language Model via Hallucination-targeted Direct Preference Optimization
ACL 2025
Mitigating Hallucinations in Multi-modal Large Language Models via Image Token Attention-Guided Decoding
NAACL 2025
Mitigating Object Hallucination in MLLMs via Data-augmented Phrase-level Alignment
ICLR 2025
Mitigating Object Hallucinations in MLLMs via Multi-Frequency Perturbations
EMNLP 2025
Mitigating Object Hallucinations via Sentence-Level Early Intervention
ICCV 2025
Mitigating Visual Forgetting via Take-along Visual Conditioning for Multi-modal Long CoT Reasoning
ACL 2025
MLLM-as-a-Judge for Image Safety without Human Labeling
CVPR 2025
M-LLM Based Video Frame Selection for Efficient Video Understanding
CVPR 2025
MLLM-Bench: Evaluating Multimodal LLMs with Per-sample Criteria
NAACL 2025