Second, our novel bigram probabilities ranking function outperforms the other ranking methods.
it outperforms the state-of-the-art pointwise mutual information method introduced by Chambers and Jurafsky (2008), and it does so by a large margin, more than doubling the Recall@50 on the Reuters corpus.