This work is directly based on the work of <cite>Artetxe et al. (2017)</cite> . Following their work, let X ∈ R |Vs|×d and Z ∈ R |Vt|×d be the word embedding matrices of two distinct languages, referred to respectively as the source and target, such that each row corresponds to the d-dimensional embedding of a single word.