Update README.md

README.md

@@ -21,6 +21,25 @@ This model was created with two key goals:
 1. Improved NER results on social media
 2. Target only place names
 
+In theory this model should be able to detect and ignore metonyms. For example in the sentence:
+
+`Manchester played Liverpool last night in London.`
+
+Both Manchester and Liverpool refer to football teams, therefore the model outputs:
+
+`[
+  {
+    "entity_group": "location",
+    "score": 0.99784255027771,
+    "word": "london",
+    "start": 42,
+    "end": 48
+  }
+]`
+
+
+
+
 ## Use in `transformers`
 
 ```python