Benchmarking Reward Hack Detection in Code Environments via Contrastive Analysis

Darshan Deshpande, Anand Kannappan, Rebecca Qian

Recent advances in reinforcement learning for code generation have made robust environments essential to prevent reward hacking. As LLMs increasingly serve as evaluators in code-ba…