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Yuxue Yang

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Preprint Aug 2026

WorldExam: Benchmarking World Models from Apparent Appearance to Inherent Reactivity

Controllable video generation models are increasingly being developed as world models. Accordingly, evaluating them in this role extends beyond the apparent appearance of generated videos to the inherent reactivity of the worlds they depict: the ability to infer from the scene state how the world should react and to ge...

Yuxue Yang, Shuyao Shang, Jiahe Wang et al. · 2 citations

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