Whereas the SDR objective measures the distance between the pmfs given by (normalized versions of) G and e WH T , the Skip-Gram objective measures the distance between the pmfs given by (normalized versions of) the rows of G and e WH T .
sDR emphasizes fitting the entire pmfs, while skip-Gram emphasizes fitting conditional distributions.