Both supervised and unsupervised approaches have been investigated. The former have been shown to outperform the latter in <cite>Weeds et al. (2014)</cite> , even though Levy et al. (2015) have recently claimed that these methods may learn whether a term y is a prototypical hypernym, regardless of its actual relation with a term x.