Knowledge Graph Completion on KGC Benchmarks

20ED (EDAS)R-GCN

Evaluation Results

Method
R-GCN2026.06	20	20	20	20	19	20	20	19	18	18	19
NodePiece2026.06	19	19	19	19	20	19	19	16	20	20	20
STransE2026.06	18	18	18	18	18	18	18	12	19	19	18
ANALOGY2026.06	17	17	17	17	17	17	16	18	14	13	16
CompGCN2026.06	16	14	9	12	15	15	13	7	17	16	17
SimplE2026.06	15	16	16	16	16	16	17	20	12	12	15
ConvKB2026.06	14	15	15	14	14	14	15	10	15	15	13
CrossE2026.06	13	13	13	15	12	13	10	15	13	13	12
TransE2026.06	12	7	8	13	13	10	11	3	16	17	7
TorusE2026.06	11	11	12	10	11	12	9	13	11	9	14
HolE2026.06	10	12	14	11	10	11	12	17	6	5	10
ConvE2026.06	9	9	7	9	9	9	7	11	10	8	9
DistMult2026.06	8	10	11	8	8	8	8	9	9	11	7
RSN2026.06	7	6	2	7	7	6	6	5	8	7	11
ConvR2026.06	6	8	4	6	6	7	5	14	3	3	6
TuckER2026.06	5	5	6	3	5	5	4	8	2	2	5
RotatE2026.06	4	2	1	4	4	3	3	4	4	4	1
ComplEx2026.06	3	4	10	2	3	4	14	6	1	1	2
HakE2026.06	2	3	5	5	2	2	2	2	5	6	3
DualE2026.06	1	1	3	1	1	1	1	1	7	10	4
DualE2026.06	0.9397	0.767	0.1633	1	1	0.2861	0.8403	0.9053	0.5804	50.4	71.84
HakE2026.06	0.8548	0.6197	0.1446	0.892	0.8968	0.2609	0.8083	0.6451	0.6072	54.44	72.18
ComplEx2026.06	0.8269	0.5981	0.1031	0.9379	0.8641	0.2543	0.5132	0.513	0.636	58.98	72.3
RotatE2026.06	0.7997	0.6503	1	0.9246	0.8608	0.2551	0.7947	0.5729	0.6098	55.02	72.32
TuckER2026.06	0.7459	0.597	0.1412	0.9275	0.8149	0.2449	0.7476	0.4449	0.6188	56.6	71.56
ConvR2026.06	0.6842	0.5415	0.1534	0.8328	0.7593	0.2323	0.7122	0.3642	0.6126	56.16	71.1
RSN2026.06	0.6673	0.5792	0.1707	0.6494	0.7007	0.2337	0.6947	0.5181	0.5782	51.78	68.56
DistMult2026.06	0.6309	0.5211	0.1004	0.6317	0.6758	0.2243	0.6529	0.4381	0.571	49.92	69.24
ConvE2026.06	0.6007	0.5374	0.1386	0.6257	0.6663	0.223	0.6682	0.4048	0.5706	50.84	68.96
HolE2026.06	0.5608	0.4808	0.0885	0.608	0.6323	0.2108	0.5861	0.2534	0.595	54.5	68.66
TorusE2026.06	0.5349	0.486	0.0983	0.6109	0.5996	0.2094	0.615	0.3812	0.5558	50.58	64.98
TransE2026.06	0.4915	0.5446	0.1165	0.5799	0.5438	0.2132	0.5863	0.5931	0.4582	31.02	69.24
CrossE2026.06	0.4774	0.4729	0.0954	0.4882	0.5512	0.2032	0.5875	0.3258	0.537	45.16	67.74
ConvKB2026.06	0.4042	0.4394	0.078	0.5163	0.5377	0.1954	0.384	0.4303	0.4908	33.56	66.7
SimplE2026.06	0.3933	0.4272	0.0714	0.3876	0.4034	0.1834	0.2853	0.2286	0.5388	48.7	63.7
CompGCN2026.06	0.3867	0.4676	0.1049	0.5814	0.4569	0.1943	0.5386	0.4777	0.4312	32.42	58.84
ANALOGY2026.06	0.3134	0.3957	0.0681	0.3402	0.338	0.1721	0.3023	0.2501	0.5022	45.16	59.44
STransE2026.06	0.1313	0.3802	0.0624	0.3358	0.2214	0.1557	0.2102	0.387	0.3578	23.76	54.46
NodePiece2026.06	0.0321	0.3389	0.0567	0.284	0.001	0.1404	0.155	0.2867	0.2978	22.62	44.56
R-GCN2026.06	0.0071	0.2938	0.0564	0.2722	0.0258	0.1289	0.1524	0.2352	0.3754	29.56	50