Reliable to Expressive: A Curriculum for Rubric-Following Safety Judges

Yongtaek Lim, Hyeji Choi, Minwoo Kim

Safety judges are increasingly deployed to evaluate model outputs against evolving criteria, yet recent meta-evaluation work shows they remain brittle under prompt and rubric varia…