confidence-rationale-alignment

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.