When Irrelevant Text Matters: Affine Margin Shifts in Multimodal Large Language Models

Yinfeng Wang, Zhiyuan Yao, Zheren Fu +2

Multimodal large language models (MLLMs) are frequently exposed to auxiliary textual context, the impact of which on visually grounded tasks remains underexplored. In this paper, w…