Rather than encoding verb relatedness, we may replace verb relatedness with the verbs themselves in these features, and have the learner learn directly from coreference-annotated data whether two NPs serving as the objects of decry and denounce are likely to be coreferent or not, for instance.
assuming that NP j and NP k are the arguments of two stemmed predicates, pred j and pred k , in the training data, we create five features as follows.