(2018) showed that these spaces are, in general, far from being isomorphic, and thus they result in suboptimal or degenerated unsupervised mappings.
supervised methods that jointly train BWE from scratch (Upadhyay et al., 2016), on parallel or comparable corpora, do not have such limits since no pre-existing embedding spaces and no mapping function are involved.