The Word2Vec architecture has inspired a great deal of research in the bio/cheminformatics domains. The Word2Vec algorithm has been successfully applied for determining protein classes BIBREF44 and protein-protein interactions (PPI) BIBREF56. 
 Question: Is there any concrete example in the paper that shows that this approach had huge impact on drug discovery?
Yes