Supervised systems may be particularly sensitive to this issue (Daumé III, 2007), and therefore training data should be clustered accordingly.
two recent studies found that clustering training data was essential for distributional hypernym discovery systems to perform accurately (Fu et al., 2014;Espinosa-Anke et al., 2016).