multimodal reasoning

NTSEBENCH: Cognitive Reasoning Benchmark for Vision Language Models NAACL 2025 Object-centric Video Question Answering with Visual Grounding and Referring ICCV 2025 Octopus: Alleviating Hallucination via Dynamic Contrastive Decoding CVPR 2025 Performance Gap in Entity Knowledge Extraction Across Modalities in Vision Language Models ACL 2025 PhysicsArena: The First Multimodal Physics Reasoning Benchmark Exploring Variable, Process, and Solution Dimensions EMNLP 2025 Piecing It All Together: Verifying Multi-Hop Multimodal Claims COLING 2025 Pi-GPS: Enhancing Geometry Problem Solving by Unleashing the Power of Diagrammatic Information ICCV 2025 Pixels Versus Priors: Controlling Knowledge Priors in Vision-Language Models through Visual Counterfacts EMNLP 2025 PoliTo at SemEval-2025 Task 1: Beyond Literal Meaning: A Chain-of-Though Approach for Multimodal Idiomacity Understanding SemEval 2025 Predicting Implicit Arguments in Procedural Video Instructions ACL 2025 Progressive Multimodal Reasoning via Active Retrieval ACL 2025 ProReason: Multi-Modal Proactive Reasoning with Decoupled Eyesight and Wisdom EMNLP 2025 Puzzled by Puzzles: When Vision-Language Models Can’t Take a Hint EMNLP 2025 Question-Aware Gaussian Experts for Audio-Visual Question Answering CVPR 2025 R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization ICCV 2025 R1-VL: Learning to Reason with Multimodal Large Language Models via Step-wise Group Relative Policy Optimization ICCV 2025 R2-MultiOmnia: Leading Multilingual Multimodal Reasoning via Self-Training ACL 2025 RCI: A Score for Evaluating Global and Local Reasoning in Multimodal Benchmarks EMNLP 2025 Real-Time Out-of-Distribution Failure Prevention via Multi-Modal Reasoning CoRL 2025 ReFLAIR: Enhancing Multimodal Reasoning via Structured Reflection and Reward-Guided Learning EMNLP 2025 Retrieval Enhanced Feedback via In-context Neural Error-book EMNLP 2025 SAKURA: On the Multi-hop Reasoning of Large Audio-Language Models Based on Speech and Audio Information Interspeech 2025 SCITAT: A Question Answering Benchmark for Scientific Tables and Text Covering Diverse Reasoning Types ACL 2025 SHARP: Steering Hallucination in LVLMs via Representation Engineering EMNLP 2025 SilVar: Speech-Driven Multimodal Model for Reasoning Visual Question Answering and Object Localization EMNLP 2025