SibylSense: Adaptive Rubric Learning via Memory Tuning and Adversarial Probing

Yifei Xu, Guilherme Potje, Shivam Shandilya +9

Designing aligned and robust rewards for open-ended generation remains a key barrier to RL post-training. Rubrics provide structured, interpretable supervision, but scaling rubric…