chain-of-thought reasoning

Self-Reasoning Language Models: Unfold Hidden Reasoning Chains with Few Reasoning Catalyst ACL 2025 Self-Training Elicits Concise Reasoning in Large Language Models ACL 2025 Shifting from Ranking to Set Selection for Retrieval Augmented Generation ACL 2025 SilVar: Speech-Driven Multimodal Model for Reasoning Visual Question Answering and Object Localization EMNLP 2025 Skip-Thinking: Chunk-wise Chain-of-Thought Distillation Enable Smaller Language Models to Reason Better and Faster EMNLP 2025 Slim-SC: Thought Pruning for Efficient Scaling with Self-Consistency EMNLP 2025 Small Models Struggle to Learn from Strong Reasoners ACL 2025 Snap Out of It: A Dual-Process Approach to Mitigating Overthinking in Language Model Reasoning ACL 2025 Socratic-MCTS: Test-Time Visual Reasoning by Asking the Right Questions EMNLP 2025 SoftCoT: Soft Chain-of-Thought for Efficient Reasoning with LLMs ACL 2025 Sparks of Tabular Reasoning via Text2SQL Reinforcement Learning ACL 2025 SpecCoT: Accelerating Chain-of-Thought Reasoning through Speculative Exploration EMNLP 2025 Speech-to-Text Translation with Phoneme-Augmented CoT: Enhancing Cross-Lingual Transfer in Low-Resource Scenarios Interspeech 2025 StableToolBench-MirrorAPI: Modeling Tool Environments as Mirrors of 7,000+ Real-World APIs ACL 2025 STA-CoT: Structured Target-Centric Agentic Chain-of-Thought for Consistent Multi-Image Geological Reasoning EMNLP 2025 STaR-SQL: Self-Taught Reasoner for Text-to-SQL ACL 2025 Steering LLM Reasoning Through Bias-Only Adaptation EMNLP 2025 STEP: Enhancing Video-LLMs' Compositional Reasoning by Spatio-Temporal Graph-guided Self-Training CVPR 2025 Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning EMNLP 2025 StepKE: Stepwise Knowledge Editing for Multi-Hop Question Answering EMNLP 2025 Stepwise Perplexity-Guided Refinement for Efficient Chain-of-Thought Reasoning in Large Language Models ACL 2025 Stepwise Reasoning Checkpoint Analysis: A Test Time Scaling Method to Enhance LLMs’ Reasoning EMNLP 2025 Studying the capabilities of Large Language Models in solving Combinatorics Problems posed in Hindi COLING 2025 SURE: Safety Understanding and Reasoning Enhancement for Multimodal Large Language Models EMNLP 2025 SYNC: A Synthetic Long-Context Understanding Benchmark for Controlled Comparisons of Model Capabilities EMNLP 2025