Open Rubric System: Scaling Reinforcement Learning with Pairwise Adaptive Rubric

Ruipeng Jia, Yunyi Yang, Wen Wang +7

Scalar reward models compress multi-dimensional human preferences into a single opaque score, creating an information bottleneck that often leads to brittleness and reward hacking…