Many models have been proposed for KB embedding (Nickel et al., 2011;Bordes et al., 2013;Socher et al., 2013  2013; Wang et al., 2014a;Zhao et al., 2015), entity type and relationship domain (Guo et al., 2015;Chang et al., 2014), and relation path (Lin et al., 2015a;Gu et al., 2015).
the di-  mension of the embedding n is set in the range of {20,50,100}, the margin γ 1 and γ 2 are set in the range {1,2,4,10}.