You Only Forward Once: An Efficient Compositional Judging Paradigm

Tianlong Zhang, Hongwei Xue, Shilin Yan +4

Multimodal large language models (MLLMs) show strong potential as judges. However, existing approaches face a fundamental trade-off: adapting MLLMs to output a single score misalig…