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Author

Pan Zhou

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Jul 2026

See2Think: Do Multimodal Models Really Use Intermediate Visual States?

Evaluating representative proprietary and open-source multimodal models, it is found that visual reasoning is strongly model- and environment-dependent, with no single setting consistently dominating across tasks.

Siyu Yan, Zhuoran Yan, Haiying Xu et al. · 0 citations

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