2026
Multi-Crit: Benchmarking Multimodal Judges on Pluralistic Criteria-Following
CVPR 2026
Large multimodal models (LMMs) are increasingly adopted as judges in multimodal evaluation systems due to their strong instruction following and consistency with human preferences. However, their ability to follow diverse, fine-grained evaluation criteria remains underexplored. We develop Multi-Crit