Reasoning

TurnBack: A Geospatial Route Cognition Benchmark for Large Language Models through Reverse Route EMNLP 2025 UGPhysics: A Comprehensive Benchmark for Undergraduate Physics Reasoning with Large Language Models ICML 2025 U-MATH: A University-Level Benchmark for Evaluating Mathematical Skills in Large Language Models ACL 2025 Uncovering Argumentative Flow: A Question-Focus Discourse Structuring Framework EMNLP 2025 Uncovering the Impact of Chain-of-Thought Reasoning for Direct Preference Optimization: Lessons from Text-to-SQL ACL 2025 Understanding Chain-of-Thought in LLMs through Information Theory ICML 2025 Understanding Individual Agent Importance in Multi-Agent System via Counterfactual Reasoning AAAI 2025 Understanding the Language Model to Solve the Symbolic Multi-Step Reasoning Problem from the Perspective of Buffer Mechanism EMNLP 2025 Understanding the Thinking Process of Reasoning Models: A Perspective from Schoenfeld’s Episode Theory EMNLP 2025 Understand the Implication: Learning to Think for Pragmatic Understanding ACL 2025 Unifying Language Agent Algorithms with Graph-based Orchestration Engine for Reproducible Agent Research ACL 2025 Unilaw-R1: A Large Language Model for Legal Reasoning with Reinforcement Learning and Iterative Inference EMNLP 2025 Unleashing Multi-Hop Reasoning Potential in Large Language Models through Repetition of Misordered Context NAACL 2025 Unlocking General Long Chain-of-Thought Reasoning Capabilities of Large Language Models via Representation Engineering ACL 2025 Unpacking Let Alone: Human-Scale Models Generalize to a Rare Construction in Form but not Meaning EMNLP 2025 Unraveling Misinformation Propagation in LLM Reasoning EMNLP 2025 Unravelling the Logic: Investigating the Generalisation of Transformers in Numerical Satisfiability Problems ACL 2025 UnSeenTimeQA: Time-Sensitive Question-Answering Beyond LLMs’ Memorization ACL 2025 Unsupervised Visual Chain-of-Thought Reasoning via Preference Optimization ICCV 2025 Unveiling the Impact of Coding Data Instruction Fine-Tuning on Large Language Models Reasoning AAAI 2025 VCD: A Dataset for Visual Commonsense Discovery in Images ACL 2025 VCR: A “Cone of Experience” Driven Synthetic Data Generation Framework for Mathematical Reasoning AAAI 2025 VCSearch: Bridging the Gap Between Well-Defined and Ill-Defined Problems in Mathematical Reasoning EMNLP 2025 VEGAS: Towards Visually Explainable and Grounded Artificial Social Intelligence AAAI 2025 VeReaFine: Iterative Verification Reasoning Refinement RAG for Hallucination-Resistant on Open-Ended Clinical QA ACL 2025