In the most closely related work to ours, <cite>Salton et al. (2016)</cite> represent token instances of VNCs by embedding the sentence that they occur in using skip-thoughts (Kiros et al., 2015) -an encoderdecoder model that can be viewed as a sentencelevel counterpart to the word2vec (Mikolov et al., 2013 ) skip-gram model.