chain-of-thought reasoning

469 papers

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Also known as

LONG-COT LCOT XCOT COT

Co-occurring keywords

large language model (12755) reinforcement learning (4122) question answering (2904) multimodal large language model (865) multimodal learning (4622) mathematical reasoning (355) chain of thought (274) knowledge distillation (3680) vision-language model (2235) prompt engineering (1128)

Papers

Conflict and Overlap Classification in Construction Standards Using a Large Language Model NAACL 2025

On the Impact of Fine-Tuning on Chain-of-Thought Reasoning NAACL 2025

S2-MAD: Breaking the Token Barrier to Enhance Multi-Agent Debate Efficiency NAACL 2025

Enhancing Function-Calling Capabilities in LLMs: Strategies for Prompt Formats, Data Integration, and Multilingual Translation NAACL 2025

Chain-of-Probe: Examining the Necessity and Accuracy of CoT Step-by-Step NAACL 2025

The Power of Bullet Lists: A Simple Yet Effective Prompting Approach to Enhancing Spatial Reasoning in Large Language Models NAACL 2025

Forest for the Trees: Overarching Prompting Evokes High-Level Reasoning in Large Language Models NAACL 2025

MedLinkDE – MedDRA Entity Linking for German with Guided Chain of Thought Reasoning EMNLP 2025

Deliberate Reasoning in Language Models as Structure-Aware Planning with an Accurate World Model ACL 2025

Can We Verify Step by Step for Incorrect Answer Detection? IJCAI 2025

FineReason: Evaluating and Improving LLMs’ Deliberate Reasoning through Reflective Puzzle Solving ACL 2025

PORT: Preference Optimization on Reasoning Traces NAACL 2025

Improving Reasoning Capabilities in Small Models through Mixture-of-layers Distillation with Stepwise Attention on Key Information EMNLP 2025

MAKAR: a Multi-Agent framework based Knowledge-Augmented Reasoning for Grounded Multimodal Named Entity Recognition EMNLP 2025

ViLBench: A Suite for Vision-Language Process Reward Modeling EMNLP 2025

SURE: Safety Understanding and Reasoning Enhancement for Multimodal Large Language Models EMNLP 2025

Measuring Chain of Thought Faithfulness by Unlearning Reasoning Steps EMNLP 2025

WISE: Weak-Supervision-Guided Step-by-Step Explanations for Multimodal LLMs in Image Classification EMNLP 2025

Boosting Multi-modal Keyphrase Prediction with Dynamic Chain-of-Thought in Vision-Language Models EMNLP 2025

Stepwise Reasoning Checkpoint Analysis: A Test Time Scaling Method to Enhance LLMs’ Reasoning EMNLP 2025

ACING: Actor-Critic for Instruction Learning in Black-Box LLMs EMNLP 2025

Embedding Domain Knowledge for Large Language Models via Reinforcement Learning from Augmented Generation EMNLP 2025

Mixing Inference-time Experts for Enhancing LLM Reasoning EMNLP 2025

Exploring Chain-of-Thought Reasoning for Steerable Pluralistic Alignment EMNLP 2025

MuTIS: Enhancing Reasoning Efficiency through Multi Turn Intervention Sampling in Reinforcement Learning EMNLP 2025