In this paper, we present our work on the classical problem of prepositional phrase attachment. This forms part of an interlingua based machine translation system, in which the semantics of the source language sentences is captured in the form of Universal Networking Language (UNL) expressions. We begin with a thorough linguistic analysis of six common prepositions in English, namely, for, from...