Although previous research in unsupervised tagging have achieved high accuracies rivaling supervised methods (Kupiec, 1992;Brill, 1995), much of the success is due to the use of artificially constrained lexicons.
the lexicon is a wordlist where each word is annotated with the set of all its possible tags.