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Knowledge Graph Completion on KGC Benchmarks

20ED (EDAS)

R-GCN

Updated 1mo ago

Evaluation Results

Method
R-GCN 2026.06	20	20	20	20	19	20	20	19	18	18	19
NodePiece 2026.06	19	19	19	19	20	19	19	16	20	20	20
STransE 2026.06	18	18	18	18	18	18	18	12	19	19	18
ANALOGY 2026.06	17	17	17	17	17	17	16	18	14	13	16
CompGCN 2026.06	16	14	9	12	15	15	13	7	17	16	17
SimplE 2026.06	15	16	16	16	16	16	17	20	12	12	15
ConvKB 2026.06	14	15	15	14	14	14	15	10	15	15	13
CrossE 2026.06	13	13	13	15	12	13	10	15	13	13	12
TransE 2026.06	12	7	8	13	13	10	11	3	16	17	7
TorusE 2026.06	11	11	12	10	11	12	9	13	11	9	14
HolE 2026.06	10	12	14	11	10	11	12	17	6	5	10
ConvE 2026.06	9	9	7	9	9	9	7	11	10	8	9
DistMult 2026.06	8	10	11	8	8	8	8	9	9	11	7
RSN 2026.06	7	6	2	7	7	6	6	5	8	7	11
ConvR 2026.06	6	8	4	6	6	7	5	14	3	3	6
TuckER 2026.06	5	5	6	3	5	5	4	8	2	2	5
RotatE 2026.06	4	2	1	4	4	3	3	4	4	4	1
ComplEx 2026.06	3	4	10	2	3	4	14	6	1	1	2
HakE 2026.06	2	3	5	5	2	2	2	2	5	6	3
DualE 2026.06	1	1	3	1	1	1	1	1	7	10	4
DualE 2026.06	0.9397	0.767	0.1633	1	1	0.2861	0.8403	0.9053	0.5804	50.4	71.84
HakE 2026.06	0.8548	0.6197	0.1446	0.892	0.8968	0.2609	0.8083	0.6451	0.6072	54.44	72.18
ComplEx 2026.06	0.8269	0.5981	0.1031	0.9379	0.8641	0.2543	0.5132	0.513	0.636	58.98	72.3
RotatE 2026.06	0.7997	0.6503	1	0.9246	0.8608	0.2551	0.7947	0.5729	0.6098	55.02	72.32
TuckER 2026.06	0.7459	0.597	0.1412	0.9275	0.8149	0.2449	0.7476	0.4449	0.6188	56.6	71.56
ConvR 2026.06	0.6842	0.5415	0.1534	0.8328	0.7593	0.2323	0.7122	0.3642	0.6126	56.16	71.1
RSN 2026.06	0.6673	0.5792	0.1707	0.6494	0.7007	0.2337	0.6947	0.5181	0.5782	51.78	68.56
DistMult 2026.06	0.6309	0.5211	0.1004	0.6317	0.6758	0.2243	0.6529	0.4381	0.571	49.92	69.24
ConvE 2026.06	0.6007	0.5374	0.1386	0.6257	0.6663	0.223	0.6682	0.4048	0.5706	50.84	68.96
HolE 2026.06	0.5608	0.4808	0.0885	0.608	0.6323	0.2108	0.5861	0.2534	0.595	54.5	68.66
TorusE 2026.06	0.5349	0.486	0.0983	0.6109	0.5996	0.2094	0.615	0.3812	0.5558	50.58	64.98
TransE 2026.06	0.4915	0.5446	0.1165	0.5799	0.5438	0.2132	0.5863	0.5931	0.4582	31.02	69.24
CrossE 2026.06	0.4774	0.4729	0.0954	0.4882	0.5512	0.2032	0.5875	0.3258	0.537	45.16	67.74
ConvKB 2026.06	0.4042	0.4394	0.078	0.5163	0.5377	0.1954	0.384	0.4303	0.4908	33.56	66.7
SimplE 2026.06	0.3933	0.4272	0.0714	0.3876	0.4034	0.1834	0.2853	0.2286	0.5388	48.7	63.7
CompGCN 2026.06	0.3867	0.4676	0.1049	0.5814	0.4569	0.1943	0.5386	0.4777	0.4312	32.42	58.84
ANALOGY 2026.06	0.3134	0.3957	0.0681	0.3402	0.338	0.1721	0.3023	0.2501	0.5022	45.16	59.44
STransE 2026.06	0.1313	0.3802	0.0624	0.3358	0.2214	0.1557	0.2102	0.387	0.3578	23.76	54.46
NodePiece 2026.06	0.0321	0.3389	0.0567	0.284	0.001	0.1404	0.155	0.2867	0.2978	22.62	44.56
R-GCN 2026.06	0.0071	0.2938	0.0564	0.2722	0.0258	0.1289	0.1524	0.2352	0.3754	29.56	50