When Irrelevant Text Matters: Affine Margin Shifts in Multimodal Large Language Models
This paper investigates the influence of task-irrelevant context by formulating it as a controlled intervention within a binary visual judgment framework and reveals a robust geometric regularity: contextconditioned margins follow a consistent affine transformation of their context-free counterparts.
Yinfeng Wang, Zhiyuan Yao, Zheren Fu et al.
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