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Junxiao Yang · Jinzhe Tu · Haoran Liu · Xiaoce Wang · Chujie Zheng · Zhexin Zhang · Shiyao Cui · Caishun Chen · Tiantian He · Hongning Wang · Yew-Soon Ong · Minlie Huang
Binghai Wang · Yantao Liu · Yuxuan Liu · Tianyi Tang · Shenzhi Wang · Chang Gao · Chujie Zheng · Yichang Zhang · Le Yu · Shixuan Liu · Tao Gui · Qi Zhang · Xuanjing Huang · Bowen Yu · Fei Huang · Junyang Lin
Generative Reward Models (GenRMs) and LLM-as-a-Judge exhibit deceptive alignment by producing correct judgments for incorrect reasons, as they are trained and evaluated to prioritize Outcome Accuracy , which undermines their ability to generalize during RLHF. We introduce Rationale Consistency ,...