While we demonstrate competitive results using a simple suffix-based ambiguity-class guesser which ignores capitalization and hyphenation information, we believe there is much room for improvement in this respect.
(Haghighi and Klein, 2006) presents very strong results using a distributional-similarity module and achieve impressive tagging accuracy while starting with a mere 116 prototypical words.