Many models have been proposed for knowledge base completion, including those reviewed in Section 3.4 (Nickel et al., 2011;Bordes et al., 2013;Yang et al., 2015;Socher et al., 2013).
previously proposed training objectives for knowledge base completion only train on queries of path length 1.