Training Word2Vec with names instead of sentences

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.

Code