Reasoning

Correcting on Graph: Faithful Semantic Parsing over Knowledge Graphs with Large Language Models ACL 2025 CoT4Rec: Revealing User Preferences Through Chain of Thought for Recommender Systems AAAI 2025 CoT-ICL Lab: A Synthetic Framework for Studying Chain-of-Thought Learning from In-Context Demonstrations ACL 2025 CoTMR: Chain-of-Thought Multi-Scale Reasoning for Training-Free Zero-Shot Composed Image Retrieval ICCV 2025 CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought ACL 2025 CoT-Valve: Length-Compressible Chain-of-Thought Tuning ACL 2025 CoT-VLA: Visual Chain-of-Thought Reasoning for Vision-Language-Action Models CVPR 2025 Counterfactual-Consistency Prompting for Relative Temporal Understanding in Large Language Models ACL 2025 Counterfactual Debiasing for Physical Audiovisual Commonsense Reasoning AAAI 2025 Counting and Reasoning with Plans AAAI 2025 CourtReasoner: Can LLM Agents Reason Like Judges? EMNLP 2025 CraftFactory: A Conditioned Control Policy Benchmark for Compositional Generalization AAAI 2025 Critical Thinking: Which Kinds of Complexity Govern Optimal Reasoning Length? IJCNLP 2025 Critical Tokens Matter: Token-Level Contrastive Estimation Enhances LLM’s Reasoning Capability ICML 2025 Critic-CoT: Boosting the Reasoning Abilities of Large Language Model via Chain-of-Thought Critic ACL 2025 CRITICTOOL: Evaluating Self-Critique Capabilities of Large Language Models in Tool-Calling Error Scenarios EMNLP 2025 Critic-V: VLM Critics Help Catch VLM Errors in Multimodal Reasoning CVPR 2025 Curriculum Abductive Learning for Mitigating Reasoning Shortcuts IJCAI 2025 DARR: A Dual-Branch Arithmetic Regression Reasoning Framework for Solving Machine Number Reasoning AAAI 2025 DART: Distilling Autoregressive Reasoning to Silent Thought EMNLP 2025 DAST: Difficulty-Adaptive Slow-Thinking for Large Reasoning Models EMNLP 2025 DayDreamer at CQs-Gen 2025: Generating Critical Questions through Argument Scheme Completion ACL 2025 DCMKC: A Dual Consistency Matching Approach for Multi-hop Question Answering in LLMs EMNLP 2025 Debate on Graph: A Flexible and Reliable Reasoning Framework for Large Language Models AAAI 2025 Debate-to-Write: A Persona-Driven Multi-Agent Framework for Diverse Argument Generation COLING 2025