Traditional learning approaches have relied on access to parallel corpora of natural language sentences paired with their meanings (Mooney, 2007;Zettlemoyer and Collins, 2007;Lu et al., 2008;Kwiatkowski et al., 2010).
constructing such semantic annotations can be difficult and time-consuming.