  We study the global topology of the syntactic and semantic distributional
similarity networks for English through the technique of spectral analysis. We
observe that while the syntactic network has a hierarchical structure with
strong communities and their mixtures, the semantic network has several tightly
knit communities along with a large core without any such well-defined
community structure.
