multimodal reasoning

Thinking in Space: How Multimodal Large Language Models See, Remember, and Recall Spaces CVPR 2025 Towards Reliable Large Audio Language Model ACL 2025 U-MATH: A University-Level Benchmark for Evaluating Mathematical Skills in Large Language Models ACL 2025 VAGUE: Visual Contexts Clarify Ambiguous Expressions ICCV 2025 ViLBench: A Suite for Vision-Language Process Reward Modeling EMNLP 2025 VisEscape: A Benchmark for Evaluating Exploration-driven Decision-making in Virtual Escape Rooms EMNLP 2025 Vision-Language Models Struggle to Align Entities across Modalities ACL 2025 Visual Agents as Fast and Slow Thinkers ICLR 2025 Visual-O1: Understanding Ambiguous Instructions via Multi-modal Multi-turn Chain-of-thoughts Reasoning ICLR 2025 VisualWebInstruct: Scaling up Multimodal Instruction Data through Web Search EMNLP 2025 VisuoThink: Empowering LVLM Reasoning with Multimodal Tree Search ACL 2025 VLRMBench: A Comprehensive and Challenging Benchmark for Vision-Language Reward Models ICCV 2025 VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism ACL 2025 Wait, We Don’t Need to “Wait”! Removing Thinking Tokens Improves Reasoning Efficiency EMNLP 2025 Where is this coming from? Making groundedness count in the evaluation of Document VQA models NAACL 2025 BBA: Bi-Modal Behavioral Alignment for Reasoning with Large Vision-Language Models ACL 2024 CofiPara: A Coarse-to-fine Paradigm for Multimodal Sarcasm Target Identification with Large Multimodal Models ACL 2024 CoMix: A Comprehensive Benchmark for Multi-Task Comic Understanding NeurIPS 2024 CONSTRUCTURE: Benchmarking CONcept STRUCTUre REasoning for Multimodal Large Language Models EMNLP 2024 Cross-Modal Feature Distribution Calibration for Few-Shot Visual Question Answering AAAI 2024 Don’t Buy it! Reassessing the Ad Understanding Abilities of Contrastive Multimodal Models ACL 2024 Enhancing Semantics in Multimodal Chain of Thought via Soft Negative Sampling COLING 2024 EXAMS-V: A Multi-Discipline Multilingual Multimodal Exam Benchmark for Evaluating Vision Language Models ACL 2024 FlowVQA: Mapping Multimodal Logic in Visual Question Answering with Flowcharts ACL 2024 Generative Multimodal Models are In-Context Learners CVPR 2024