Such annotated resources are scarce and expensive to create, motivating the need for unsupervised or semi-supervised techniques (Poon and Domingos, 2009).
unsupervised methods have their own challenges: they are not always able to discover semantic equivalences of lexical entries or logical forms or, on the contrary, cluster semantically different or even opposite expressions (Poon and Domingos, 2009).