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

arXiv:2608.11669v4 Announce Type: replace-cross Abstract: 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 without verifiable answers.