Distributional Word Clustering in Parallel

We discuss various methods which have been applied to grouping words into syntactic and semantic categories, primarily how they deal with the problems of sparsity and computational complexity. We then present a method of distributional clustering, and discuss the parallelization of the most computationally intensive part of this process.