COLM 2026

VERIFY: A Benchmark of Visual Reasoning for Multimodal Reasoning Fidelity

Jing Bi, JunJia Guo, Guangyu Sun, Susan Liang, Luchuan Song, Yolo Y. Tang, Jinxi He, Jiarui Wu, Ali Vosoughi, Chen Chen, Jason J. Corso, Chenliang Xu

600-item visual reasoning benchmark with human-annotated reasoning paths, stage-aware evaluation and a public teaser dataset release.

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