Results¶

There are some reproduced inductive model results using NeuralKG-ind

FB15K237-v1¶

Method	AUC	AUC-PR	MRR	Hit@1	Hit@5	Hit@10
GraIL	0.752	0.821	0.452	0.359	0.561	0.624
CoMPILE	0.800	0.835	0.516	0.437	0.600	0.668
SNRI	0.815	0.833	0.495	0.390	0.600	0.720
RMPI	0.803	0.823	0.532	0.451	0.620	0.689
MorsE-TransE	0.844	0.847	0.591	0.470	0.723	0.833

FB15K237-v2¶

Method	AUC	AUC-PR	MRR	Hit@1	Hit@5	Hit@10
GraIL	0.873	0.900	0.642	0.539	0.767	0.831
CoMPILE	0.876	0.905	0.617	0.509	0.741	0.813
SNRI	0.884	0.906	0.646	0.536	0.781	0.857
RMPI	0.851	0.882	0.632	0.523	0.763	0.830
MorsE-TransE	0.964	0.960	0.754	0.643	0.897	0.950

FB15K237-v3¶

Method	AUC	AUC-PR	MRR	Hit@1	Hit@5	Hit@10
GraIL	0.871	0.899	0.637	0.530	0.765	0.828
CoMPILE	0.906	0.925	0.670	0.568	0.796	0.859
SNRI	0.870	0.884	0.642	0.525	0.775	0.871
RMPI	0.876	0.866	0.662	0.569	0.767	0.827
MorsE-TransE	0.959	0.952	0.745	0.637	0.878	0.954

FB15K237-v4¶

Method	AUC	AUC-PR	MRR	Hit@1	Hit@5	Hit@10
GraIL	0.911	0.921	0.639	0.521	0.797	0.880
CoMPILE	0.927	0.932	0.704	0.604	0.831	0.894
SNRI	0.899	0.908	0.681	0.573	0.821	0.894
RMPI	0.905	0.916	0.647	0.535	0.787	0.866
MorsE-TransE	0.963	0.952	0.742	0.632	0.888	0.958

WN18RR-v1¶

Method	AUC	AUC-PR	MRR	Hit@1	Hit@5	Hit@10
GraIL	0.934	0.935	0.777	0.726	0.830	0.840
CoMPILE	0.939	0.944	0.782	0.736	0.834	0.839
SNRI	0.885	0.914	0.806	0.766	0.843	0.859
RMPI	0.935	0.941	0.703	0.569	0.866	0.890
MorsE-RotatE	0.895	0.922	0.689	0.628	0.736	0.819

WN18RR-v2¶

Method	AUC	AUC-PR	MRR	Hit@1	Hit@5	Hit@10
GraIL	0.929	0.940	0.797	0.776	0.814	0.814
CoMPILE	0.934	0.942	0.781	0.759	0.797	0.797
SNRI	0.919	0.944	0.788	0.736	0.842	0.855
RMPI	0.930	0.932	0.757	0.699	0.811	0.824
MorsE-RotatE	0.909	0.929	0.694	0.632	0.746	0.804

WN18RR-v3¶

Method	AUC	AUC-PR	MRR	Hit@1	Hit@5	Hit@10
GraIL	0.858	0.869	0.549	0.497	0.605	0.631
CoMPILE	0.845	0.862	0.542	0.490	0.595	0.619
SNRI	0.822	0.833	0.567	0.501	0.617	0.685
RMPI	0.859	0.872	0.606	0.537	0.663	0.713
MorsE-RotatE	0.770	0.830	0.519	0.428	0.605	0.689

WN18RR-v4¶

Method	AUC	AUC-PR	MRR	Hit@1	Hit@5	Hit@10
GraIL	0.936	0.934	0.760	0.747	0.763	0.763
CoMPILE	0.935	0.931	0.751	0.732	0.762	0.762
SNRI	0.906	0.931	0.772	0.735	0.797	0.816
RMPI	0.933	0.940	0.751	0.707	0.783	0.810
MorsE-RotatE	0.903	0.923	0.660	0.597	0.721	0.787

NELL-v1¶

Method	AUC	AUC-PR	MRR	Hit@1	Hit@5	Hit@10
GraIL	0.814	0.750	0.467	0.395	0.515	0.575
CoMPILE	0.780	0.703	0.506	0.455	0.510	0.585
SNRI	0.739	0.720	0.523	0.475	0.545	0.595
RMPI	0.806	0.722	0.465	0.409	0.495	0.514
MorsE-TransE	0.689	0.683	0.291	0.189	0.354	0.550

NELL-v2¶

Method	AUC	AUC-PR	MRR	Hit@1	Hit@5	Hit@10
GraIL	0.929	0.947	0.735	0.624	0.884	0.933
CoMPILE	0.928	0.942	0.778	0.676	0.905	0.936
SNRI	0.864	0.884	0.630	0.507	0.774	0.863
RMPI	0.926	0.939	0.750	0.657	0.861	0.911
MorsE-TransE	0.835	0.874	0.554	0.402	0.740	0.813

NELL-v3¶

Method	AUC	AUC-PR	MRR	Hit@1	Hit@5	Hit@10
GraIL	0.935	0.943	0.735	0.624	0.884	0.933
CoMPILE	0.938	0.952	0.816	0.744	0.907	0.920
SNRI	0.878	0.887	0.623	0.486	0.787	0.894
RMPI	0.918	0.924	0.785	0.694	0.904	0.930
MorsE-TransE	0.908	0.920	0.626	0.465	0.841	0.912

NELL-v4¶

Method	AUC	AUC-PR	MRR	Hit@1	Hit@5	Hit@10
GraIL	0.797	0.851	0.632	0.574	0.674	0.689
CoMPILE	0.862	0.885	0.629	0.527	0.754	0.791
SNRI	0.498	0.477	0.367	0.251	0.477	0.566
RMPI	0.918	0.924	0.785	0.694	0.904	0.930
MorsE-TransE	0.824	0.841	0.435	0.261	0.675	0.801