Reward Hacking in Rubric-Based Reinforcement Learning

Anas Mahmoud, MohammadHossein Rezaei, Zihao Wang +3

Reinforcement learning with verifiable rewards has enabled strong post-training gains in domains such as math and coding, though many open-ended settings rely on rubric-based rewar…