We propose a number of unsupervised methods for extracting prepositional verbs (e.g. refer to, look for) from corpus data, based on linguistic tests and/or statistical measures. We demonstrate the effectiveness of the individual techniques over a prepositional verb deep lexical acquisition task, and go on to document the successes of an unsupervised classifier combination method.