conftrace_

multimodal reasoning

197 papers

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Co-occurring keywords

vision-language model (2348) multimodal learning (4645) visual question answering (1017) large language model (13587) multimodal large language model (966) visual reasoning (493) benchmark evaluation (1556) chain-of-thought reasoning (551) vision language model (767) video understanding (1658)

Papers

MPBench: A Comprehensive Multimodal Reasoning Benchmark for Process Errors Identification ACL 2025
ReFLAIR: Enhancing Multimodal Reasoning via Structured Reflection and Reward-Guided Learning EMNLP 2025
Enhancing Scientific Visual Question Answering through Multimodal Reasoning and Ensemble Modeling ACL 2025
Mixed Signals: Decoding VLMs’ Reasoning and Underlying Bias in Vision-Language Conflict EMNLP 2025
Predicting Implicit Arguments in Procedural Video Instructions ACL 2025
Towards Reliable Large Audio Language Model ACL 2025
Vision-Language Models Struggle to Align Entities across Modalities ACL 2025
Language-Informed Synthesis of Rational Agent Models for Grounded Theory-of-Mind Reasoning On-the-fly EMNLP 2025
PhysicsArena: The First Multimodal Physics Reasoning Benchmark Exploring Variable, Process, and Solution Dimensions EMNLP 2025
LlamaV-o1: Rethinking Step-by-step Visual Reasoning in LLMs ACL 2025
Bridging the Dynamic Perception Gap: Training-Free Draft Chain-of-Thought for Dynamic Multimodal Spatial Reasoning EMNLP 2025
Big Escape Benchmark: Evaluating Human-Like Reasoning in Language Models via Real-World Escape Room Challenges ACL 2025
All-in-one: Understanding and Generation in Multimodal Reasoning with the MAIA Benchmark EMNLP 2025
VisuoThink: Empowering LVLM Reasoning with Multimodal Tree Search ACL 2025
Pi-GPS: Enhancing Geometry Problem Solving by Unleashing the Power of Diagrammatic Information ICCV 2025
Evaluating Vision-Language Models for Emotion Recognition NAACL 2025
GeoChain: Multimodal Chain-of-Thought for Geographic Reasoning EMNLP 2025
RCI: A Score for Evaluating Global and Local Reasoning in Multimodal Benchmarks EMNLP 2025
VReST: Enhancing Reasoning in Large Vision-Language Models through Tree Search and Self-Reward Mechanism ACL 2025
Boosting MLLM Reasoning with Text-Debiased Hint-GRPO ICCV 2025
VLRMBench: A Comprehensive and Challenging Benchmark for Vision-Language Reward Models ICCV 2025
Counterfactual Debiasing for Physical Audiovisual Commonsense Reasoning AAAI 2025
MEXA: Towards General Multimodal Reasoning with Dynamic Multi-Expert Aggregation EMNLP 2025
Fast or Slow? Integrating Fast Intuition and Deliberate Thinking for Enhancing Visual Question Answering ACL 2025
MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification ACL 2025