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Hidehiko Sakurai

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#generative ai Open access Sep 2026

Refusal-aware evaluation of frontier AI models available in June 2026 using the Japanese National License Examination for Pharmacists: a comparative study.

Overall accuracy, accuracy excluding refusals, refusal rate, refusal consistency across runs, and refusal consistency describe complementary aspects of performance; therefore, repeated, refusal-aware evaluation is needed to interpret frontier AI models in pharmacy education.

Hiroyasu Sato, K. Ogasawara, Hidehiko Sakurai · 0 citations

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