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Jungyeong Lee

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#natural language process... Preprint Sep 2026

Same Semantics, Different Outcome: On the Modality Robustness of Multimodal LLMs under Knowledge Conflict

Modality robustness under knowledge conflict is studied across 13 MLLMs and two datasets, and it is found that instability has practical consequences: it degrades performance in multimodal RAG and can be exploited by adversarial attacks.

Jungyeong Lee, Yejin Yoon, Taeuk Kim · 0 citations