most citedLearning Refined Document Representations for Dense Retrieval via Deliberate Thinking

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cs.CL2025

ReCUT: Balancing Reasoning Length and Accuracy in LLMs via Stepwise Trails and Preference Optimization

Zhensheng Jin, Xinze Li, Yifan Ji +7

Recent advances in Chain-of-Thought (CoT) prompting have substantially improved the reasoning capabilities of Large Language Models (LLMs). However, these methods often suffer from…