These expectation maximization (EM) experiments were motivated by the desire to overcome the limitations imposed by the heuristics that have been heretofore used to perform head-lexicalization in treebanks.
it appeared that the head rules used in Collins' parser had been tweaked specifically for the English Penn Treebank.