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CoRA: Confidence-Rationale Alignment for Reliable Chain-of-Thought Reasoning

arXiv cs.CL · 2026-06-16 Cached

This paper introduces CoRA, a GRPO-based reinforcement learning framework that aligns LLM confidence with generated rationales to improve the reliability of chain-of-thought reasoning, achieving up to 26.51% reduction in misalignment error across multiple benchmarks.

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