we should implement all evalaution metrics from this article.
Marco Baroni, Georgiana Dinu and Germán Kruszewski. Don't count, predict! A systematic comparison of context-counting vs. context-predicting semantic vectors. ACL 2014
http://anthology.aclweb.org/P/P14/P14-1023.pdf
... and more