RefereeBench: Are Video MLLMs Ready to be Multi-Sport Referees

Yichen Xu, Yuanhang Liu, Chuhan Wang +5

While Multimodal Large Language Models (MLLMs) excel at generic video understanding, their ability to support specialized, rule-grounded decision-making remains insufficiently expl…