Large networks are not modular

A pretty striking finding in the WWW'08 paper from Leskovec etc. is that in nearly every network dataset they examined, there are tight but almost trivial communities at very small scales (up to around 100 nodes), while at larger scales, the best possible communities gradually "blend in" with the rest of the network and thus become less "community-like".