Reliable knowledge graph fact prediction via reinforcement learning

Visual Computing for Industry, Biomedicine, and Art

Table 3 Hits@N result of FB15K-237

Task	FB15K-237		EvoPath
Task	Hits@1	Hits@3	Hits@1	Hits@3
ServiceLocation	0.134	0.537	0.299	0.672
FilmDirector	0.060	0.320	0.140	0.633
FilmCountry	0.275	0.532	0.526	0.788
FilmWrittenBy	0.135	0.480	0.419	0.620
CapitalOf	0.415	0.915	0.537	0.963
LocationContains	0.201	0.506	0.321	0.590
MedicineDiseaseRiskFactors	0.030	0.121	0.000	0.273
SymptomOf	0.250	0.500	0.250	0.500
MusicArtistOrigin	0.276	0.500	0.276	0.517
OrganizationLocation	0.166	0.565	0.395	0.642
OrganizationsFounded	0.023	0.302	0.163	0.372
OrganizationMember	0.032	0.184	0.119	0.346
PeopleLanguagesSpoken	0.140	0.512	0.209	0.465
PersonNationality	0.474	0.776	0.706	0.888
BirthPlace	0.298	0.510	0.277	0.504
PeopleProfession	0.212	0.333	0.212	0.333
SportsTeamposition	0.017	0.483	0.000	0.450
TeamSports	0.522	0.873	0.873	0.943
SportsTeamLocation	0.259	0.482	0.259	0.482
CountryOfOrigin	0.772	0.967	0.837	0.957
Average	0.235	0.520	0.341	0.597