diff --git a/README.md b/README.md
index 1afeba6..0e161db 100644
--- a/README.md
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@@ -17,3 +17,4 @@ language:
   - en
 license: mit
 ---
+Stanford de-identifier was trained on a variety of radiology and biomedical documents with the goal of automatising the de-identification process while reaching satisfactory accuracy for use in production. Manuscript in-proceedings. 
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