Here, the best model proposed by <cite>Jana and Goyal (2018b)</cite> uses SVM classifier which is fed with structural similarity of the words in the given word pair from the distributional thesaurus network. We see that all the 4 proposed methods perform at par or better than the baselines, and using RF CC gives a 15.4% improvement over the best results reported.