multimodal reasoning

Hidden in Plain Sight: Reasoning in Underspecified and Misspecified Scenarios for Multimodal LLMs EMNLP 2025 How Do Multimodal Large Language Models Handle Complex Multimodal Reasoning? Placing Them in An Extensible Escape Game ICCV 2025 Improve Vision Language Model Chain-of-thought Reasoning ACL 2025 Interleaved-Modal Chain-of-Thought CVPR 2025 Investigating Inference-time Scaling for Chain of Multi-modal Thought: A Preliminary Study ACL 2025 Language-Informed Synthesis of Rational Agent Models for Grounded Theory-of-Mind Reasoning On-the-fly EMNLP 2025 LATTE: Learning to Think with Vision Specialists EMNLP 2025 LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs ACL 2025 LLaVA-CoT: Let Vision Language Models Reason Step-by-Step ICCV 2025 Making LVLMs Look Twice: Contrastive Decoding with Contrast Images ACL 2025 MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale ACL 2025 MANBench: Is Your Multimodal Model Smarter than Human? ACL 2025 MAPS: Advancing Multi-Modal Reasoning in Expert-Level Physical Science ICLR 2025 MEXA: Towards General Multimodal Reasoning with Dynamic Multi-Expert Aggregation EMNLP 2025 MicroVQA: A Multimodal Reasoning Benchmark for Microscopy-Based Scientific Research CVPR 2025 Mitigating Visual Forgetting via Take-along Visual Conditioning for Multi-modal Long CoT Reasoning ACL 2025 Mixed Signals: Decoding VLMs’ Reasoning and Underlying Bias in Vision-Language Conflict EMNLP 2025 MMBoundary: Advancing MLLM Knowledge Boundary Awareness through Reasoning Step Confidence Calibration ACL 2025 MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification ACL 2025 MoLoRAG: Bootstrapping Document Understanding via Multi-modal Logic-aware Retrieval EMNLP 2025 Motion-Grounded Video Reasoning: Understanding and Perceiving Motion at Pixel Level CVPR 2025 MPBench: A Comprehensive Multimodal Reasoning Benchmark for Process Errors Identification ACL 2025 MUCAR: Benchmarking Multilingual Cross-Modal Ambiguity Resolution for Multimodal Large Language Models EMNLP 2025 Multimodal Causal Reasoning Benchmark: Challenging Multimodal Large Language Models to Discern Causal Links Across Modalities ACL 2025 NL-Eye: Abductive NLI For Images ICLR 2025