Rationale-Guided Policy Optimization: Learning to Reason with Adaptive Rationale Scaffolding.

arXiv:2610.07342v1 Announce Type: new Abstract: On-policy reinforcement learning has become a central paradigm for improving the reasoning abilities of large language models. However, its effectiveness is often limited by reward sparsity: when a model fails to