chain-of-thought reasoning

Syntriever: How to Train Your Retriever with Synthetic Data from LLMs NAACL 2025 TableLLM: Enabling Tabular Data Manipulation by LLMs in Real Office Usage Scenarios ACL 2025 Taking Notes Brings Focus? Towards Multi-Turn Multimodal Dialogue Learning EMNLP 2025 TCPO: Thought-Centric Preference Optimization for Effective Embodied Decision-making EMNLP 2025 Teach Small Models to Reason by Curriculum Distillation EMNLP 2025 Temporalizing Confidence: Evaluation of Chain-of-Thought Reasoning with Signal Temporal Logic ACL 2025 The Power of Bullet Lists: A Simple Yet Effective Prompting Approach to Enhancing Spatial Reasoning in Large Language Models NAACL 2025 Think Both Ways: Teacher-Student Bidirectional Reasoning Enhances MCQ Generation and Distractor Quality ACL 2025 ThinkEdit: Interpretable Weight Editing to Mitigate Overly Short Thinking in Reasoning Models EMNLP 2025 Think Wider, Detect Sharper: Reinforced Reference Coverage for Document-Level Self-Contradiction Detection EMNLP 2025 Threading the Needle: Reweaving Chain-of-Thought Reasoning to Explain Human Label Variation EMNLP 2025 Token-Budget-Aware LLM Reasoning ACL 2025 TORSO: Template-Oriented Reasoning Towards General Tasks EMNLP 2025 Towards A Better Initial Policy Model For Scalable Long-CoT Reinforcement Learning ACL 2025 Towards Faithful Multi-step Reasoning through Fine-Grained Causal-aware Attribution Reasoning Distillation COLING 2025 TRACT: Regression-Aware Fine-tuning Meets Chain-of-Thought Reasoning for LLM-as-a-Judge ACL 2025 Training Nonlinear Transformers for Chain-of-Thought Inference: A Theoretical Generalization Analysis ICLR 2025 Turning Logic Against Itself: Probing Model Defenses Through Contrastive Questions EMNLP 2025 Two Heads Are Better Than One: Dual-Model Verbal Reflection at Inference-Time EMNLP 2025 TwT: Thinking without Tokens by Habitual Reasoning Distillation with Multi-Teachers’ Guidance EMNLP 2025 Uncovering the Impact of Chain-of-Thought Reasoning for Direct Preference Optimization: Lessons from Text-to-SQL ACL 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 Unifying Language Agent Algorithms with Graph-based Orchestration Engine for Reproducible Agent Research ACL 2025 Unleashing Multi-Hop Reasoning Potential in Large Language Models through Repetition of Misordered Context NAACL 2025