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Author

D. Ichikawa

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Review Open access Aug 2026

Robustness Gap of Large Language Models in Nephrology

Newer models may be more robust, but multiple-choice accuracy remains an incomplete measure of clinical reasoning robustness, as all evaluated LLMs showed a significant robustness gap after NOTA replacement.

A. Soejima, F. Kitano, D. Ichikawa et al. · 0 citations

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