In a similar way, , beginning with a seed set of noun/verb linguistic metaphor pairs, performed spectral clustering on a large set of nouns and verbs in order to predict metaphors which participate in the same conceptual metaphor mapping.
she modeled verbs according to their subcategorization frames parameterized by a model of their selectional preferences, while nouns were modeled according to the verbs with which they frequently co-occurred in a dependency relation.