Guided-RLVR: Guided Exploration in Reinforcement Learning with Verifiable Rewards.

arXiv:2610.37041v1 Announce Type: new Abstract: Reinforcement learning with verifiable rewards (RLVR) has shown strong empirical gains in improving the reasoning ability of large language models (LLMs) on tasks such as mathematics and programming. However, rec