We have performed three tasks: i) an ablation test to evaluate the contribution of the features on our dataset (henceforth, ROOT9 Dataset; see Section 4.2); ii) an evaluation against the state of the art, and -in particularagainst the best performant models in<cite> Weeds et al. (2014)</cite> ; iii) an evaluation on switched pairs to verify whether the actual semantic relations or the prototypical hypernyms (Levy et al., 2015) were learnt.