chain of thought

Pragmatic Inference Chain (PIC) Improving LLMs’ Reasoning of Authentic Implicit Toxic Language EMNLP 2025 Preacher: Paper-to-Video Agentic System ICCV 2025 Prejudge-Before-Think: Enhancing Large Language Models at Test-Time by Process Prejudge Reasoning EMNLP 2025 PromptCoT: Synthesizing Olympiad-level Problems for Mathematical Reasoning in Large Language Models ACL 2025 R2C: Mapping Room to Chessboard to Unlock LLM As Low-Level Action Planner CVPR 2025 ReasonMed: A 370K Multi-Agent Generated Dataset for Advancing Medical Reasoning EMNLP 2025 Recall with Reasoning: Chain-of-Thought Distillation for Mamba’s Long-Context Memory and Extrapolation EMNLP 2025 ReFocus: Visual Editing as a Chain of Thought for Structured Image Understanding ICML 2025 Reversal of Thought: Enhancing Large Language Models with Preference-Guided Reverse Reasoning Warm-up ACL 2025 Revisiting the Test-Time Scaling of o1-like Models: Do they Truly Possess Test-Time Scaling Capabilities? ACL 2025 s1: Simple test-time scaling EMNLP 2025 ScottyPoseidon at SemEval-2025 Task 8: LLM-Driven Code Generation for Zero-Shot Question Answering on Tabular Data SemEval 2025 SilVar: Speech-Driven Multimodal Model for Reasoning Visual Question Answering and Object Localization EMNLP 2025 SimpleDeepSearcher: Deep Information Seeking via Web-Powered Reasoning Trajectory Synthesis EMNLP 2025 SKIntern: Internalizing Symbolic Knowledge for Distilling Better CoT Capabilities into Small Language Models COLING 2025 SPPD: Self-training with Process Preference Learning Using Dynamic Value Margin EMNLP 2025 Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning EMNLP 2025 Stepwise Reasoning Checkpoint Analysis: A Test Time Scaling Method to Enhance LLMs’ Reasoning EMNLP 2025 Style Evolving along Chain-of-Thought for Unknown-Domain Object Detection CVPR 2025 TCPO: Thought-Centric Preference Optimization for Effective Embodied Decision-making EMNLP 2025 Teaching-Inspired Integrated Prompting Framework: A Novel Approach for Enhancing Reasoning in Large Language Models COLING 2025 Teaching Large Language Models Number-Focused Headline Generation With Key Element Rationales NAACL 2025 Tell me about yourself: LLMs are aware of their learned behaviors ICLR 2025 The Impact of Language Mixing on Bilingual LLM Reasoning EMNLP 2025 Theorem-Validated Reverse Chain-of-Thought Problem Generation for Geometric Reasoning EMNLP 2025