Reasoning

VerifiAgent: a Unified Verification Agent in Language Model Reasoning EMNLP 2025 VerIF: Verification Engineering for Reinforcement Learning in Instruction Following EMNLP 2025 Verifying the Steps of Deductive Reasoning Chains ACL 2025 VersaPRM: Multi-Domain Process Reward Model via Synthetic Reasoning Data ICML 2025 Video-RTS: Rethinking Reinforcement Learning and Test-Time Scaling for Efficient and Enhanced Video Reasoning EMNLP 2025 video-SALMONN-o1: Reasoning-enhanced Audio-visual Large Language Model ICML 2025 ViLBench: A Suite for Vision-Language Process Reward Modeling EMNLP 2025 VISCO: Benchmarking Fine-Grained Critique and Correction Towards Self-Improvement in Visual Reasoning CVPR 2025 Vision-and-Language Navigation with Analogical Textual Descriptions in LLMs EMNLP 2025 Vision-Language Models Struggle to Align Entities across Modalities ACL 2025 Visual Agentic AI for Spatial Reasoning with a Dynamic API CVPR 2025 Visual and Domain Knowledge for Professional-level Graph-of-Thought Medical Reasoning ICML 2025 Visual Graph Arena: Evaluating Visual Conceptualization of Vision and Multimodal Large Language Models ICML 2025 Visual Perturbation and Adaptive Hard Negative Contrastive Learning for Compositional Reasoning in Vision-Language Models IJCAI 2025 VisuoThink: Empowering LVLM Reasoning with Multimodal Tree Search ACL 2025 VITED: Video Temporal Evidence Distillation CVPR 2025 VLIPP: Towards Physically Plausible Video Generation with Vision and Language Informed Physical Prior ICCV 2025 VLM-AD: End-to-End Autonomous Driving through Vision-Language Model Supervision CoRL 2025 WebEvolver: Enhancing Web Agent Self-Improvement with Co-evolving World Model EMNLP 2025 Weight-of-Thought Reasoning: Exploring Neural Network Weights for Enhanced LLM Reasoning ACL 2025 What Are Step-Level Reward Models Rewarding? Counterintuitive Findings from MCTS-Boosted Mathematical Reasoning AAAI 2025 What can large language models do for sustainable food? ICML 2025 What Changed and What Could Have Changed? State-Change Counterfactuals for Procedure-Aware Video Representation Learning ICCV 2025 What Counts Underlying LLMs’ Moral Dilemma Judgments? ACL 2025 What Do Learning Dynamics Reveal About Generalization in LLM Mathematical Reasoning? ICML 2025