See2Think: Do Multimodal Models Really Use Intermediate Visual States?

See2ThinkBench evaluates whether multimodal models rely on intermediate visual states through 1,200 visually dependent problems across 12 task categories, including 2D/3D reasoning. The Visual Action-of-Thought (VAoT) framework tracks the generation and utility of rendered states to diagnose if models actually leverage visual reasoning steps.