Another support for the plausibility of unsupervised word translation came with the realization that when words are represented as vectors that encode co-occurrences, the mapping between two languages is well captured by an affine transformation (Mikolov et al., 2013b).
not only that one can expect the most frequent words to be shared, one can also expect the representations of these words to be similar up to a linear transformation.