Almost all CLWE methods inherently assume that embedding spaces of different languages are approximately isomorphic (i.e., similar in geometric structure).
recently researchers have questioned this simplified assumption and attributed the performance degradation of existing CLWE methods to the strong mismatches in embedding spaces caused by the linguistic and domain divergences Ormazabal et al., 2019).