Update README.md

README.md

@@ -51,12 +51,6 @@ WOA - Any named work of art (books, movies, songs, etc.)
 MISC - Miscellaneous entities, that do not belong to the previous categories
 ```
 
-
-### Model Sources
-
-- **Repository:** [SpanMarker on GitHub](https://github.com/tomaarsen/SpanMarkerNER)
-- **Thesis:** [SpanMarker For Named Entity Recognition](https://raw.githubusercontent.com/tomaarsen/SpanMarkerNER/main/thesis.pdf)
-
 ## Uses
 
 ### Direct Use for Inference
@@ -66,7 +60,7 @@ from span_marker import SpanMarkerModel
 
 # Download from the 🤗 Hub
 model = SpanMarkerModel.from_pretrained("iahlt/xlm-roberta-base-ar-ner-flat")
-entities = model.predict("None")
+entities = model.predict(<text>)
 print(entities)
 ```