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Re:Wikipedia2Vec: Optimized Implementation for Learning Embe... by currymj on Sunday December 23, 2018 @06:54PM (#18749251)
You can use the TAGME API to do that, it’s state of the art as far as I know. If you want to implement it yourself I think it’s pretty painful, though.

No reason you can’t fine tune these on your task, that’s true of any word embeddings not just Bert or Elmo.

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