In the latter case, we use an unsupervised attachment disambiguation method, based on the log-likelihood ratio ("LLR", Dunning (1993)).
we use the chunker output to enumerate all the verb-preposition, prepositionnoun and verb-noun bigrams in the WSJ data, based on chunk heads rather than strict word bigrams.