PerceptionRubrics: Calibrating Multimodal Evaluation to Human Perception

PerceptionRubrics matters because it closes the gap between saturated benchmark scores and real-world brittleness by replacing holistic semantic matching with rigorous atomic auditing.

We introduce PerceptionRubrics, a rubric-based evaluation framework that addresses the gap between saturated benchmark scores and real-world brittleness. Shifting evaluation from holistic semantic matching to rigorous atomic auditing, PerceptionRubrics pairs 1,038…