At the same time, we wish to use as little annotated knowledge as possible.
an orthogonal line of research can involve inducing classes for words which are more general than single categories, i.e., something akin to ambiguity classes (see, e.g., the discussion of ambiguity class guessers in Goldberg et al., 2008).