Since the conception of linear mapping between two spaces, there are only very small minor improvement in the supervised mapping function itself and largest improvements are obtained by updating the word translation retrieval in the shared space and normalization steps (Artetxe et al., 2018).
second, we adapt an existing technique for piecewise linear regression to instead perform piecewise linear mapping.