We find that Sound-word2vec performs the best with a mean rank of 34.6 compared to other baselines tag-word2vec (38.9), soundword2vec(r) (114.3) and word2vec (189.45). As observed previously, the second best performing approach is tag-word2vec. Lopopolo and van Miltenburg (2015) and<cite> Kiela and Clark (2015)</cite> perform worse than tag-word2vec with a mean rank of 48.4 and 42.1 respectively.