Among them, the predicate class (b2) feature was first introduced in Xue and  to overcome the imbalance of the predicate distribution in that some predicates can be only found in the training data while some predicates in the testing data are absent from the training data.
the verb class is classified along three dimensions: the number of arguments, the number of framesets and selected syntactic alternations.