Author

Wojciech Kusa

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Preprint Aug 2026

Polish Medical Visual Question Answering: Vision-Language Models Underutilize Visual Evidence

A Polish-language medical visual question answering (VQA) benchmark, built from Polish Board Certification Examination questions for licensed physicians and dentists pursuing specialist certification, is introduced, showing that non-trivial performance can persist even when key task components are missing.

Jakub Pokrywka, Lukasz Grzybowski, Antoni Lasik et al. · 0 citations

Preprint Aug 2026

Jako Tako or Fluent? Presenting PoVisLE: A Polish Vision-Language Evaluation

PoVisLE is introduced, a monocultural vision-language benchmark for Polish designed to evaluate culturally grounded multimodal understanding under a grounded evaluation paradigm, where language is interpreted in interaction with visual context.

Anna Kołos, Grzegorz Statkiewicz, Karolina Seweryn et al. · 1 citation