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README.md

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 # deid-LONGFORMER-NemPII
 
-**HIPAA-compliant clinical de-identification that beats commercial solutions—at zero cost.**
+**Demonstrates performance comparable to or exceeding published benchmarks for commercial de-identification systems.**
 
 A fine-tuned [Clinical-Longformer](https://huggingface.co/yikuan8/Clinical-Longformer) model for Protected Health Information (PHI) detection and replacement in clinical text, achieving **97.74% F1** on held-out test data.