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benchmark evaluation 1intermediate visual states 1large language models 1multimodal models 1visual reasoning 1

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cs.CV2026

See2Think: Do Multimodal Models Really Use Intermediate Visual States?

Siyu Yan, Zhuoran Yan, Haiying Xu +10

The paper presents See2Think, an evaluation framework and benchmark for testing whether multimodal large language models actually use intermediate visual states during reasoning, a…