Beyond Negative Rollouts: Positive-Only Policy Optimization with Implicit Negative Gradients

Mingwei Xu, Hao Fang

Reinforcement learning with verifiable rewards (RLVR), due to the deterministic verification, becomes a dominant paradigm for enhancing the reasoning ability of large language mode…