To the best of our knowledge, Schulte im Walde (2006) is the only hard-clustering approach that previously incorporated selectional preferences as verb features.
the smoothing ensures that the verb class model assigns a positive probability to each verb-argument tuple with a known verb, a known subcategorisation frame, and arguments which are in WordNet.