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VGI-Bench: Probing Visual Intelligence in Video Generation Models

171 upvotes · 26 AUG 2026 · Xuan He, Cong Wei, Yuhao Cheng et al.

This paper introduces VGI-bench, a new benchmark for evaluating video generation models' visual reasoning capabilities, and finds that current models can solve some visually grounded tasks but still struggle with reliability. Practitioners may care about developing more reliable video generation models that can perform better on this benchmark.

video generation modelsvisual reasoningvisual priorscontinual learningbenchmarksgenerative systems