Most recently, PaSKoGE model (Jia et al., 2018) is proposed for KG embedding by minimizing a pathspecific margin-based loss function.
to better deal with complex relations like 1-to-N, N-to-1 and N-to-N, transH (Wang et al., 2014) and transR (Lin et al., 2015b) employ relation-specific hyperplanes and relation-specific spaces respectively to separate triples according their corresponding relation.