multimodal large language model

mPLUG-Owl3: Towards Long Image-Sequence Understanding in Multi-Modal Large Language Models ICLR 2025 MR. Judge: Multimodal Reasoner as a Judge EMNLP 2025 MTVQA: Benchmarking Multilingual Text-Centric Visual Question Answering ACL 2025 MUCAR: Benchmarking Multilingual Cross-Modal Ambiguity Resolution for Multimodal Large Language Models EMNLP 2025 MultiChartQA: Benchmarking Vision-Language Models on Multi-Chart Problems NAACL 2025 Multifaceted Evaluation of Audio-Visual Capability for MLLMs: Effectiveness, Efficiency, Generalizability and Robustness EMNLP 2025 Multi-Layer Visual Feature Fusion in Multimodal LLMs: Methods, Analysis, and Best Practices CVPR 2025 Multimodal Causal Reasoning Benchmark: Challenging Multimodal Large Language Models to Discern Causal Links Across Modalities ACL 2025 Multimodal Inconsistency Reasoning (MMIR): A New Benchmark for Multimodal Reasoning Models ACL 2025 Multi-Modality Expansion and Retention for LLMs through Parameter Merging and Decoupling ACL 2025 Multimodal Knowledge Retrieval-Augmented Iterative Alignment for Satellite Commonsense Conversation IJCAI 2025 Multimodal Language Models See Better When They Look Shallower EMNLP 2025 Multimodal Large Language Model-Guided ISP Hyperparameter Optimization with Dynamic Preference Learning ICCV 2025 Multimodal Large Language Models for Text-rich Image Understanding: A Comprehensive Review ACL 2025 Multimodal LLM Guided Exploration and Active Mapping using Fisher Information ICCV 2025 Multimodal LLMs as Customized Reward Models for Text-to-Image Generation ICCV 2025 Multimodal Needle in a Haystack: Benchmarking Long-Context Capability of Multimodal Large Language Models NAACL 2025 MUSE: A Multimodal Conversational Recommendation Dataset with Scenario-Grounded User Profiles ACL 2025 Navigating the Digital World as Humans Do: Universal Visual Grounding for GUI Agents ICLR 2025 Needle In A Video Haystack: A Scalable Synthetic Evaluator for Video MLLMs ICLR 2025 Neural Palate Kueh NeurIPS 2025 Non-Natural Image Understanding with Advancing Frequency-based Vision Encoders CVPR 2025 Notes-guided MLLM Reasoning: Enhancing MLLM with Knowledge and Visual Notes for Visual Question Answering CVPR 2025 NUMINA: A Natural Understanding Benchmark for Multi-dimensional Intelligence and Numerical Reasoning Abilities EMNLP 2025 NuPlanQA: A Large-Scale Dataset and Benchmark for Multi-View Driving Scene Understanding in Multi-Modal Large Language Models ICCV 2025