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Sponsored Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt Design Multi-Agent AI Systems Using MCP and A2A: Engineer your own Pyt

Author

Karolina Seweryn

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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

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