Rubric Dropout: A Simple Way to Mitigate Reward Hacking in Rubric-Based RL

Minglai Yang, Xinyu Guo, Zhengliang Shi +8

Rubric-based reinforcement learning, in which an LLM judge scores responses against prompt-specific criteria, has become a standard way to post-train language models on tasks witho…