Preprint
Aug 2026
Analyzing and Mitigating Cross-Lingual Degradation in Multilingual Medical VQA
A multilingual medical VQA benchmark over eight languages is constructed, organized into four representative scenarios that isolate the core capabilities medical VQA requires, and a training-free scenario-aware representation engineering method is proposed, leveraging LVLMs's superior English medical VQA capability to...
Jingbo Wang, Sendong Zhao, Haochun Wang et al.
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