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README.md

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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
 
-It 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) 
+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)