visual reasoning

Do Vision-Language Models Have Internal World Models? Towards an Atomic Evaluation ACL 2025 DWIM: Towards Tool-aware Visual Reasoning via Discrepancy-aware Workflow Generation & Instruct-Masking Tuning ICCV 2025 EchoTraffic: Enhancing Traffic Anomaly Understanding with Audio-Visual Insights CVPR 2025 Enhance Multimodal Consistency and Coherence for Text-Image Plan Generation ACL 2025 Enhancing Multimodal Large Language Models Complex Reason via Similarity Computation AAAI 2025 EVEv2: Improved Baselines for Encoder-Free Vision-Language Models ICCV 2025 Expand VSR Benchmark for VLLM to Expertize in Spatial Rules AAAI 2025 Explicitly Guided Difficulty-Controllable Visual Question Generation AAAI 2025 Express What You See: Can Multimodal LLMs Decode Visual Ciphers with Intuitive Semiosis Comprehension? ACL 2025 Find and Perceive: Tell Visual Change with Fine-Grained Comparison IJCAI 2025 FinMMR: Make Financial Numerical Reasoning More Multimodal, Comprehensive, and Challenging ICCV 2025 Forgotten Polygons: Multimodal Large Language Models are Shape-Blind ACL 2025 From Large Language Models to Large Action Models: Reasoning and Planning with Physical World Knowledge AAAI 2025 GenVP: Generating Visual Puzzles with Contrastive Hierarchical VAEs ICLR 2025 GeoX: Geometric Problem Solving Through Unified Formalized Vision-Language Pre-training ICLR 2025 GETReason: Enhancing Image Context Extraction through Hierarchical Multi-Agent Reasoning ACL 2025 G-LLaVA: Solving Geometric Problem with Multi-Modal Large Language Model ICLR 2025 GlyphPattern: An Abstract Pattern Recognition for Vision-Language Models ACL 2025 GNS: Solving Plane Geometry Problems by Neural-Symbolic Reasoning with Multi-Modal LLMs AAAI 2025 GRAB: A Challenging GRaph Analysis Benchmark for Large Multimodal Models ICCV 2025 How Do Multimodal Large Language Models Handle Complex Multimodal Reasoning? Placing Them in An Extensible Escape Game ICCV 2025 ICT: Image-Object Cross-Level Trusted Intervention for Mitigating Object Hallucination in Large Vision-Language Models CVPR 2025 Insight-V: Exploring Long-Chain Visual Reasoning with Multimodal Large Language Models CVPR 2025 INTERCHART: Benchmarking Visual Reasoning Across Decomposed and Distributed Chart Information IJCNLP 2025 Judging the Judges: Can Large Vision-Language Models Fairly Evaluate Chart Comprehension and Reasoning? ACL 2025