We create clusters from our unsupervised corpora using the Liang (2005) implementation of Brown's algorithm, and add features in the spirit of (Koo et al., 2008).
we add full and prefixed bit strings for the head, preposition, and child, as well as bi-lexical versions for head-child pairs.