While previous work has performed paraphrase classification using distance or similarity in the latent space (Guo and Diab, 2012;Socher et al., 2011), more direct supervision can be applied.
we convert the latent representations of a pair of sentences v 1 and v 2 into a sample vector, concatenating the element-wise sum v 1 + v 2 and absolute .