A number of approaches (Kate and Mooney, 2007; Chen and Mooney, 2008; Chen et al., 2010; <cite>Börschinger et al., 2011)</cite> assume training data consisting of a set of sentences each associated with a small set of MRs, one of which is usually the correct meaning of the sentence.