Oskar Pastuszek

T. Marciniak Lower Silesian Specialist Hospital

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Constitutional AI & AI Ethics (1)Eval Frameworks & Benchmarks (1)Reasoning & Chain-of-Thought (1)

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Jeremi Ignacy Kaczmarek (1)Gabriela Korzańska (1)Janusz Świeczkowski-Feiz (1)Paulina Hoffman (1)

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Jun 10, 2026

Jun 10, 2026·also Centre of Postgraduate Medical Education, Poznań University of Medical Sciences, T. Marciniak Lower Silesian Specialist

Reassessing High-Performing LLMs on Polish Medical Exams: True Competence or Bias-Driven Performance?

LLMs can appear competent in medical contexts, but a rigorous evaluation reveals a staggering drop in performance that questions their true clinical abilities.

Jeremi Ignacy Kaczmarek, Gabriela Korzańska, Janusz Świeczkowski-Feiz +4

Constitutional AI & AI Ethics Eval Frameworks & Benchmarks Reasoning & Chain-of-Thought

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Oskar Pastuszek

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