Lalla Ellie Y. this is a good SOTA paper https://arxiv.org/pdf/1911.06962.pdf ! Also for an overview of general ml approaches for KG reasoning (i.e. multi-hop reasoning instead of just completion, this is a good survey paper https://www.sciencedirect.com/science/article/abs/pii/S0957417419306669)