Update README.md

README.md

@@ -20,11 +20,16 @@ tags:
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-This model was pretrained from scratch on a custom vocabulary on Pubmed, Clinical trials corpus, and a small subset of Bookcorpus
+This model was pretrained from scratch using a custom vocabulary on the following corpora
+- Pubmed 
+- Clinical trials corpus
+- and a small subset of Bookcorpus
 
 This pretrained model was used to do NER as is, **with no fine-tuning** as described [in this post](https://ajitrajasekharan.github.io/2021/01/02/my-first-post.html).  [Towards Data Science review](https://twitter.com/TDataScience/status/1486300137366466560?s=20) 
 
-[Github link](https://github.com/ajitrajasekharan/unsupervised_NER) to perform NER using this model in an ensemble with bert-base cased to detect 69 entity types (17 broad entity groups)
+[Github link](https://github.com/ajitrajasekharan/unsupervised_NER) to perform NER using this model in an ensemble with bert-base cased.
+
+The ensemble detects 69 entity subtypes (17 broad entity groups)
 
  <img src="https://ajitrajasekharan.github.io/images/1.png" width="600">