2 Subspace-regularized word embedding Although our proposed framework for relational modeling is general enough to use with any existing word embedding method, we work with Word2Vec model<cite> (Mikolov et al., 2013a)</cite> in this paper for illustrating our ideas and later for empirical evaluations.