Update README.md

README.md

@@ -5,5 +5,25 @@ tags:
 - sequence-tagger-model
 language: en
 widget:
-- text: "George Washington went to Washington"
----
+- text: "SELECT shipping FROM users WHERE shipping = '201 Thayer St Providence RI 02912'"
+---
+
+## English PII in Flair
+
+This is the large 5-class NER model for English trained on protocol trace data generated by [Privy](https://github.com/pixie-io/pixie/tree/main/src/datagen/pii/privy/)
+
+F1-Score: **0.9522**
+
+Predicts 5 tags:
+
+| **tag**                        | **meaning** |
+|---------------------------------|-----------|
+| PER         | person name | 
+| LOC         | location name | 
+| ORG         | organization name | 
+| DATE_TIME   | dates and times | 
+| NRP         | nationalities, religious and political groups | 
+
+Uses distilbert embeddings.
+
+---