Robust Code RL via Faulty-Code-Driven Test case Synthesis and Dense Reward Shaping

Yiwen Zhang, Xiaodong Yan, Zhenyu Huang +6

Reinforcement Learning from Verifiable Rewards (RLVR) is pivotal for enhancing LLM code generation, yet its efficacy is often hindered by insufficient test case coverage, leading t…