Nudging Beyond the Comfort Zone: Efficient Strategy-Guided Exploration for RLVR.

arXiv:2605.15726v2 Announce Type: replace Abstract: Reinforcement learning with verifiable rewards (RLVR) is a scalable paradigm for improving the mathematical reasoning of large language models, but it is fundamentally limited by exploration: the policy can o