To the best of our knowledge, Schulte im Walde (2006) is the only hard-clustering approach that previously incorporated selectional preferences as verb features.
her model was not soft-clustering, and she only used a simple approach to represent selectional preferences by WordNet's top-level concepts, instead of making use of the whole hierarchy and more sophisticated methods, as in the current paper.