Hongbo Peng

PerceptionRubrics: Calibrating Multimodal Evaluation to Human Perception

We introduce the Perception Rubric Benchmark (PRB), a rubric-based evaluation framework for Multimodal Large Language Models (MLLMs) that addresses the growing gap between benchmark scores and human-perceived quality. While standard perception metrics approach saturation, they produce compressed ran…