Since we have a choice between two outcomes we will use a likelihood ratio to compare the two relation probabilities (Mosteller and Wallace 1964;Hindle and Rooth 1993).
we encode the context surrounding nominalizations using two distinct representations: (a) parts of speech and (b) lemmas.