A criticalpath in the development of natural language understanding (NLU) modules lies in the difficulty of defining a mapping from words to semantics: Usually it takes in the order of years of highly-skilled labor to develop a semantic mapping, the form of a semantic grammar, that is comprehensive enough for a given domain. Yet, due to the very nature of h u m a n language, such mappings invariably failto achieve fullcoverage on unseen data.