To make these unsupervised taggers practical, one could attempt to automatically construct a POS lexicon, a task commonly known as POS induction.
pOS induction is by no means an easy task, and it is not clear how well unsupervised pOS taggers work when used in combination with an automatically constructed pOS lexicon.