“…We compare WME against 10 supervised, simi-sepervised, and unsupervised methods for performing textual similarity tasks. Six supervised methods are initialized with Paragram-SL999(PSL) word vectors (Wieting et al, 2015b) and then trained on the PPDB dataset, including: 1) PARAGRAM-PHRASE (PP) (Wieting et al, 2015a) Setup. There are total 22 textual similarity datasets from STS tasks (2012-2015) (Agirre et al, 2012(Agirre et al, , 2013(Agirre et al, , 2014(Agirre et al, , 2015, SemEval 2014 Semantic Relatedness task (Xu et al, 2015), and SemEval 2015 Twitter task (Marelli et al, 2014).…”