On a new Polish medical VQA benchmark from board certification exams, vision-language models perform better from question text alone than from images alone and score above chance from answer choices alone, indicating weak visual grounding.
Annotation-Efficient Vision-Language Model Adaptation to the P olish Language Using the LL a VA Framework
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Polish Medical Visual Question Answering: Vision-Language Models Underutilize Visual Evidence
On a new Polish medical VQA benchmark from board certification exams, vision-language models perform better from question text alone than from images alone and score above chance from answer choices alone, indicating weak visual grounding.