Who Drives the Probability Game of VLMs? A Temporal Causal Drive Evaluation Framework

Shuyao Xiao, Shengling Wang, Haoyu Niu +4

Vision-language models (VLMs) are increasingly evaluated on complex image and video understanding tasks, yet conventional metrics primarily assess final-answer quality and reveal l…