Seeing or Knowing? Visual Context Sensitivity in Multimodal Large Language Models

Jiaang Li, Chengzu Li, Zhaochong An +4

Multimodal Large Language Models (MLLMs) achieve strong performance by integrating visual inputs with the rich priors of pretrained language models. However, they often fail on vis…