k-means is able to cope with the high degree of perturbation: The resulting clusters improve significantly and are comparable with those based on preprocessed hierarchical clustering; this competitiveness vanishes with an increasing number of features.
in a first step each induced verb cluster is assigned a gold standard class according to which class captures the majority of the cluster members.