Instead, we take advantage of the fact that the initial phrasal chunks correspond to rule right-hand sides.
for a rule in the Penn Treebank VP −→ VBG, NP, PP, we are certain (if the annotators have done their job correctly) that the first word in each of the strings corresponding to this right-hand side is a VBG, that is, a present participle.