While POS taggers such as TreeTagger are common, and there some supertaggers are available, notably that of Clark and Curran (2007) for CCG, no standard supertagger exists for HPSG.
we use TreeTagger (Schmid, 1994) to produce POS tags and then open class words are restricted if the POS tagger assigned a tag with a probability over a certain threshold.