Second, we should incorporate more relational features.
asymmetric similarity features that can be acquired from corpora (Kotlerman et al., 2010;Gawron, 2014) would be beneficial, as some of the evocation relations are rather direct asymmetric relations, such as hypernymy and meronymy.