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Link Prediction on WN18RR

78.6Hits@10

LASS

Updated 1mo ago

Evaluation Results

Method
LASS 2022.09	78.6	35	-	-	-
LASS 2022.09	76.9	41	-	-	-
LP-BERT 2022.01	75.2	92	0.482	34.3	56.3
KGLM_GR 2022.11	74.1	40.18	0.467	33	53.8
LASS 2022.09	73.7	53	-	-	-
StAR 2022.09	73.2	46	-	-	-
StAR 2022.10	73.2	46	-	-	-
KGLM_Base 2022.11	73	47.97	0.445	30.5	51.8
LASS 2022.09	72.5	55	-	-	-
StAR 2022.01	70.9	51	0.401	24.3	49.1
StAR 2022.11	70.9	51	0.401	24.3	49.1
StAR 2022.05	70.9	-	0.401	24.3	-
GMT 2025.10	70.3	-	0.621	56.9	66.7
KG-FIT 2025.10	69.5	-	0.553	48.8	59.5
PALT_LARGE 2022.10	69.3	61	-	-	-
GLTW7b 2025.10	69	-	0.593	55.6	64.9
PALT_BASE 2022.10	67.9	62	-	-	-
MA-GNN 2025.10	67.9	-	0.565	50.7	59.2
SSQR-LLaMA2 2025.10	67.3	-	0.591	54.8	61.8
AdaProp 2025.10	67.1	-	0.562	49.9	-
CSProm-KG-CD 2025.10	66	-	0.559	50.8	57.8
DiffusionE 2025.10	65.8	-	0.557	50.4	-
MKGL 2025.10	65.6	-	0.552	50	57.7
KICGPT 2025.10	64.1	-	0.549	47.4	58.5
RotatE 2024.07	61.2	-	0.508	-	-
TransERR 2023.06	60.5	1,167	0.501	0.45	0.52
GAATS 2022.09	60.4	1,270	-	-	-
GAATS 2022.10	60.4	1,270	-	-	-
GAAT 2022.11	60.4	1,270	0.467	42.4	52.5
RelEns-DSC 2023.10	60.39	-	0.5201	47.7	53.75
HousE 2023.10	60.23	-	0.5103	46.44	52.58
SimpleEns 2023.10	60.21	-	0.5121	46.7	52.89
Relphormer 2022.05	59.1	-	0.495	44.8	-
QuatDE 2022.01	58.6	1,977	0.489	43.8	50.9
RotH 2022.09	58.6	-	0.496	44.9	0.514
QuatDE 2022.11	58.6	1,977	0.489	43.8	50.9
RotE 2023.09	58.5	-	0.494	44.6	-
GC-OTE 2022.09	58.3	-	0.491	44.2	0.511
QuatE 2019.04	58.2	2,314	0.488	0.438	0.508
HAKE 2022.01	58.2	-	0.497	45.2	51.6
HAKE 2022.09	58.2	-	-	-	-
QuatE 2022.09	58.2	-	0.488	43.8	0.508
HAKE 2022.10	58.2	-	-	-	-
QuatE 2023.09	58.2	-	0.488	43.8	-
KBGAT 2022.09	58.1	1,940	-	-	-
KBGAT 2022.10	58.1	1,940	-	-	-
ComplEx-N3-RP 2022.09	58	-	-	-	-
RotatE 2023.10	57.99	-	0.4772	42.36	49.82
ConE 2022.01	57.9	-	0.496	45.3	51.5
DensE 2022.01	57.9	3,052	0.491	44.3	50.8
HittER 2022.05	57.9	-	0.485	43.6	-
Rotat3D 2023.06	57.9	3,328	0.489	0.442	0.505
LineaRE 2022.01	57.8	1,644	0.495	45.3	50.9
LineaRE 2022.11	57.8	1,644	0.495	45.3	50.9
Rot-Pro 2022.01	57.7	-	0.457	39.7	48.2
RESCAL-DURA 2022.01	57.7	-	0.498	45.5	-
MEIM 2022.09	57.7	-	0.499	45.8	0.518
CompGCN 2023.10	57.65	-	0.4609	42.85	46.98
RESCAL 2023.09	57.5	-	0.495	45.2	-
TCRA 2025.10	57.4	-	0.496	45.7	51.1
AttH 2022.01	57.3	-	0.486	44.3	49.9
QuatE 2019.04	57.2	-	0.482	0.436	0.499
ComplEx-N3 2022.09	57.2	-	0.48	43.5	0.495
RotatE 2019.02	57.1	3,340	0.476	0.428	0.492
a-RotatE 2019.04	57.1	3,340	0.476	0.428	0.492
RotatE 2020.10	57.1	-	0.476	42.8	49.2
RotatE 2022.01	57.1	3,340	0.476	42.8	49.2
RotatE 2022.09	57.1	3,340	-	-	-
ComplEx-DURA 2022.09	57.1	-	-	-	-
RotatE500x2 2020.06	57.1	-	0.476	42.8	49.2
RotatE 2022.09	57.1	-	0.476	42.8	0.492
RotatE 2022.10	57.1	3,340	-	-	-
ComplEx-DURA 2022.10	57.1	-	-	-	-
RotatE 2022.11	57.1	3,340	0.476	42.8	49.2
RotatE 2023.09	57.1	-	0.476	42.8	-
ComplEx 2023.09	57.1	-	0.487	44.5	-
UniBi-O(3) 2023.09	57.1	-	0.492	45.2	-
RotatE 2022.05	57.1	-	0.476	42.8	-
RotatE 2023.06	57.1	3,340	0.476	0.428	0.492
UniBi-O(2) 2023.09	56.8	-	0.488	44.7	-
UniBi-O(3) 2023.09	56.7	-	0.488	44.6	-
MuRP 2019.05	56.6	-	0.481	0.44	0.495
MurP 2023.09	56.6	-	0.481	44	-
UniBi-O(2) 2023.09	56.6	-	0.487	44.6	-
RotatE 2019.04	56.5	3,277	0.47	0.422	0.488
QuatE 2019.04	56.4	3,472	0.481	0.436	0.5
QuatE 2022.01	56.4	3,472	0.481	43.6	50
QuatE 2022.05	56.4	-	0.481	43.6	-
QuatE 2023.06	56.4	3,472	0.481	0.436	0.5
RAGAT 2022.09	56.2	-	0.489	45.2	0.503
ComplEx 2023.10	56.13	-	0.4833	44.03	50.29
REFE 2022.09	56.1	-	-	-	-
REFE 2022.10	56.1	-	-	-	-
MED 2024.07	56.1	-	0.466	-	-
CapsE 2022.01	55.9	718	0.415	-	-
NePTuNe 2022.09	55.7	-	-	-	-
Rot_Pro 2023.06	55.7	2,815	0.457	0.397	0.482
MuRP 2019.05	55.5	-	0.477	0.438	0.489
MuRE 2019.05	55.4	-	0.475	0.436	0.487
KBAT 2022.01	55.4	1,921	0.412	-	-

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