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About this paper

Mingju Gao, Qingle Liu, Yuzhao Peng, Xinjie Lin, Ziming Qin, Zheng Jiang, Wenyi Li, Calvin Xiao and 3 more

The authors introduce a benchmark that tests measurable physical relationships in generated videos across 40 tasks in nine categories. It evaluates eight video models on 1,280 videos, using a consistency and observability screen before task-specific measurements contribute to composite scores. Seedance 2.5 leads overall at 57.76 out of 100, but scores test only specified observable relationships under task assumptions.

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