Update README.md

README.md

@@ -1,6 +1,8 @@
 ---
 license: afl-3.0
 ---
+
+<strong>Example on how to load and use BOW-BERT: <strong>
 ```
 from transformers import AutoModelForSequenceClassification, AutoTokenizer
 
@@ -21,14 +23,14 @@ print('score', model(**inp).logits[:, 1])
 
 
 
-Cite us: 
-
+<strong> Cite us:<strong> 
 
 
+```
 @article{rau2022role,
   title={The Role of Complex NLP in Transformers for Text Ranking?},
   author={Rau, David and Kamps, Jaap},
   journal={arXiv preprint arXiv:2207.02522},
   year={2022}
 }
-
+```