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News/Reinforcing Step-level Reasoning for Effective Self-Correction in LLMs
arxiv
PublishedSeptember 1, 2026 at 4:00 AM

Reinforcing Step-level Reasoning for Effective Self-Correction in LLMs

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arXiv:2608.11573v2 Announce Type: replace-cross Abstract: Achieving effective self-correction, where models verify and correct their own mistakes, remains a fundamental challenge for large language models (LLMs). In this work, we propose Self-Fix Step-DPO (SFS-DPO), a reinforcement learning based, t

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