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.