Previous work on non-categorical representations of words has viewed these representations as an intermediate step for arriving at categorical parts of speech (Redington et al., 1998;Schütze, 1995;Clark, 2003).
all of these papers evaluate their results by comparing induced categories to gold-standard parts of speech.