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Linh Le

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#artificial intelligence Preprint Sep 2026

Meddies-PII: A Multilingual Framework for Personally Identifiable Information Extraction in Clinical De-identification

This work introduces Meddies-PII-Dataset, a corpus of one million synthetic clinical documents spanning seventeen languages and nine PII labels, and trains Meddies-PII-Model, a BIOES token classifier, and compares it with existing PII extraction systems using exact-match entity-level F1.

Linh Le, Ho Dinh Tri, Christian Hoang et al. · 0 citations