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I have scientific database with articles and coauthors. using this database I am training word2vec model on co-authors.

Use use case here is to disambiguate authors.

I was wondering my approach here can be improved or any suggestions will greatly be appreciated.

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    $\begingroup$ Please embed all code natively rather than using external links. $\endgroup$ Commented Aug 4, 2020 at 21:24

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You probably do not need to use word2vec to disambiguate authors. It might be effective to use regular expressions to parse names and then do a web search.

If you do want to train word2vec to disambiguate authors, it would be better to embed all possible information (e.g., authors, title, journal, abstract, ...).

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