To improve original word embedding models, there are various studies leveraging external knowledge to update word embeddings with post processing (Faruqui et al., 2015;Kiela et al., 2015; or supervised objectives (Yu and Dredze, 2014;Nguyen et al., 2016).
these approaches are limited by reliable semantic resources, which are hard to obtain or annotate.