Knowledge Graph Representation via Similarity-Based Embedding

Table 9

MRR for each relation on WN18.

Relation Name	#Tri	SimE-ER	SimE-E	ComplEx	DistMult
hypernym	1251	0.937	0.927	0.933	0.701
hyponym	1153	0.788	0.520	0.910	0.732
derivationally_related_form	1074	0.964	0.963	0.946	0.959
member_holonym	278	0.715	0.603	0.914	0.701
member_meronym	253	0.682	0.767	0.767	0.55
has_part	172	0.675	0.602	0.933	0.667
part_of	165	0.685	0.819	0.931	0.690
instance_hypernym	122	0.703	0.856	0.799	0.726
synset_domain_topic_of	114	0.792	0.847	0.813	0.584
member_of_domain_topic	111	0.695	0.523	0.714	0.799
instance_hyponym	108	0.661	0.561	0.945	0.651
also_see	56	0.769	0.680	0.603	0.727
verb_group	39	0.977	0.977	0.936	0.973
synset_domain_region_of	37	0.736	0.819	1.000	0.694
member_of_domain_region	26	0.468	0.799	0.788	0.504
member_of_domain_usage	24	0.463	0.578	0.780	0.507
synset_domain_usage_of	14	0.928	0.761	1.000	0.750
similar_to	3	1.000	1.000	1.000	1.000