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Author

Zixiang Zhao

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Open access Jul 2026

Benchmarking large language models for de-identification of electronic health record notes

It is indicated that while fine-tuned LLMs offer superior accuracy, the observed performance variability across heterogeneous electronic health record sources poses significant technical challenges.

O. Panchal, Nai-Wen Chang, Zixiang Zhao et al. · 0 citations