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  - text: Lou Gehrig who works for XCorp and lives in New York suffers from [MASK]
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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

Towards Data Science link to the same post