When compared to Xing et al. (2015) , our results in Table 1 reinforce our theoretical interpretation for their method (cf. Section 2.2), as it empirically shows that its improvement with respect to <cite>Mikolov et al. (2013b)</cite> comes solely from the orthogonality constraint, and not from solving any inconsistency.