Inducing Reward-Free Judging Rubrics that Reduce Over-Crediting in Agent Evaluation

Darragh Quinn, David Dylan, Roisin Healy +3

Evaluating language-model agents at scale increasingly relies on a second language model as an automatic judge, because the gold signal, an executable environment reward, is expens…