CATCH: A Controllable Analysis Testbed for Reward Hacking in Coding RL

Shouli Wang, Yanfeng Jia, Zhihao Ou +6

During reinforcement learning with verifiable rewards (RLVR), large language models (LLMs) can exploit loopholes in their environments to obtain high rewards without improving the…