ImpossibleRubrics: Stress-Testing Generated Rubrics as Reward Signals

Bowen Qin, Yi Xie, Yesheng Liu +1

Language model-generated rubrics are increasingly used as reward signals for rubric-based reinforcement learning, LLM-as-a-judge evaluation, and automated grading. Such rubrics are…