Improving Small Language Models for Code Generation with Reinforcement Learning from Verification Feedback

Egor Skopin, Evgeny Kotelnikov

Reinforcement learning with verifiable rewards (RLVR) trains language models using programmatically checkable signals such as unit-test outcomes, enabling direct optimization for f…