Also as in our name disambiguation task, we additionally train and test the SVM on just the nouns in a document (rather than all words), and also on the nouns mapped to concepts (with the relevant frequencies as the feature values in both cases).
this allows us to test the ability of a distance measure to detect alternation behavior among verbs from a range of semantic classes which may differ in other respects.