Using variants of Wu and Palmer (1994) on the 374 SAT analogies of Turney (2005), Veale (2004) reports a success rate of 38-44% using only WordNet-based similarity.
they also offer a salutary reminder of an often overlooked fact: every comparison exploits information, but each is also a source of new information in its own right.