Why a Reinterpretation? The reinterpretation of<cite> Artetxe et al. (2017)</cite> as a probabilistic model yields a clear analytical comparison between our method and theirs. The only difference between the two is the constraint on the bilingual lexicon that the model is allowed to induce.