Lianggong Wen

Does Reasoning Improve Seeing? Understanding When Vision-Language Models Benefit from Thinking

Vision–language models (VLMs) now support both direct Instruct and explicit-reasoning Thinking modes, but practitioners lack principled ways to decide when reasoning helps or how much computation to allocate at test time. We investigate whether VLMs encode meta-cognitive signals for adaptive inferen…