In contrast, using multi-step relation paths (e.g., husband(barack, michelle) ∧ mother(michelle, sasha) to train KB embeddings has been proposed very recently <cite>(Guu et al., 2015</cite>; Garcia-Duran et al., 2015; Lin et al., 2015; Neelakantan et al., 2015) .