The distributional approach was shown to be quite effective for tasks where new words need to be assigned to a limited number of classes (up to 5; e.g., Riloff and Shepherd, 1997;Roark and Charniak, 1998).
its application to numerous classes, as would be the case with a thesaurus of a realistic size, proves to be much more challenging.