Next, we build on the intuition that event predicates appearing in a large number of documents are probably not important or discriminative.
we penalize these predicates when calculating s pp by adopting the inverse document frequency (idf): 1+N , D is the total number of documents in the collection and N is the number of documents that p occurs in.