Thanks to Charles Schafer for sharing his tools on POS/Headword tagging for the Gigaword corpus.
this interplay between the corpus-based and WordNet algorithm works out nicely, resulting in the best model being a combination of all three individual models and achieving a substantially better agreement with both the corpus and human judge than any of the individual models.