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Link Prediction on FB15k-237

69MRR

Com_rank

Updated 1mo ago

Evaluation Results

Method
Com_rank 2021.11	69	48	-	-	-	-
Com_truth 2021.11	65	51	-	-	-	-
Original 2021.11	63	48	-	-	-	-
Com_cos 2021.11	63	49	-	-	-	-
Random_g1 2021.11	62	46	-	-	-	-
Sym_truth 2021.11	62	48	-	-	-	-
Inv_truth 2021.11	62	46	-	-	-	-
Original 2021.11	61	38	-	-	-	-
Original 2021.11	61	45	-	-	-	-
Original 2021.11	61	45	-	-	-	-
Random_g2 2021.11	61	46	-	-	-	-
Random_n 2021.11	60	45	-	-	-	-
Inv_cos 2021.11	59	44	-	-	-	-
Inv_rank 2021.11	58	42	-	-	-	-
Random_g1 2021.11	57	43	-	-	-	-
Random_g2 2021.11	57	42	-	-	-	-
Zhang et al. 2021.11	57	42	-	-	-	-
Com_truth 2021.11	57	43	-	-	-	-
Random_n 2021.11	56	41	-	-	-	-
CRIAGE 2021.11	56	41	-	-	-	-
Sym_truth 2021.11	56	41	-	-	-	-
Inv_truth 2021.11	56	41	-	-	-	-
Inv_rank 2021.11	56	43	-	-	-	-
Inv_cos 2021.11	56	42	-	-	-	-
Com_truth 2021.11	56	42	-	-	-	-
Com_rank 2021.11	56	42	-	-	-	-
Com_rank 2021.11	56	41	-	-	-	-
Com_cos 2021.11	56	43	-	-	-	-
Com_cos 2021.11	56	42	-	-	-	-
Com_cos 2021.11	56	42	-	-	-	-
Random_g1 2021.11	55	41	-	-	-	-
Random_g2 2021.11	55	41	-	-	-	-
Random_g2 2021.11	55	40	-	-	-	-
Sym_rank 2021.11	55	38	-	-	-	-
Sym_cos 2021.11	55	40	-	-	-	-
Inv_truth 2021.11	55	41	-	-	-	-
Inv_rank 2021.11	55	40	-	-	-	-
Inv_rank 2021.11	55	40	-	-	-	-
Com_truth 2021.11	55	41	-	-	-	-
Com_rank 2021.11	55	40	-	-	-	-
GAAT 2022.11	54.7	51.2	57.2	187	65	-
Random_n 2021.11	54	40	-	-	-	-
Random_n 2021.11	54	40	-	-	-	-
Random_g1 2021.11	54	40	-	-	-	-
Zhang et al. 2021.11	54	39	-	-	-	-
CRIAGE 2021.11	54	41	-	-	-	-
Inv_truth 2021.11	54	40	-	-	-	-
Inv_cos 2021.11	54	40	-	-	-	-
Zhang et al. 2021.11	53	39	-	-	-	-
Sym_rank 2021.11	53	39	-	-	-	-
Sym_rank 2021.11	53	38	-	-	-	-
Sym_rank 2021.11	53	36	-	-	-	-
Inv_cos 2021.11	53	39	-	-	-	-
Sym_cos 2021.11	52	37	-	-	-	-
Zhang et al. 2021.11	51	38	-	-	-	-
Sym_truth 2021.11	51	36	-	-	-	-
Sym_truth 2021.11	51	34	-	-	-	-
Sym_cos 2021.11	51	38	-	-	-	-
GMT 2025.10	48.8	39.4	50.5	-	62.9	-
GLTW7b 2025.10	46.9	35.1	48.1	-	61.4	-
Sym_cos 2021.11	46	31	-	-	-	-
SSQR-LLaMA2 2025.10	44.9	37.4	49.1	-	59.7	-
AdaProp 2025.10	41.7	33.1	-	-	58.5	-
MKGL 2025.10	41.5	32.5	45.4	-	59.1	-
KICGPT 2025.10	41.2	32.7	44.8	-	55.4	-
ARR 2025.10	39.8	-	43.6	-	-	-
MA-GNN 2025.10	37.9	28.2	41.5	-	56.9	-
DiffusionE 2025.10	37.6	29.4	-	-	53.9	-
HittER 2022.05	37.3	27.9	-	-	55.8	-
Relphormer 2022.05	37.1	31.4	-	-	48.1	-
KG-FIT 2024.05	37.1	27.7	-	119	57.2	48.3
UniBi-O(2) 2023.09	37	27.4	-	-	56.1	-
MEIM 2022.09	36.9	-	-	-	-	-
MEIM 2022.09	36.9	27.4	0.406	-	55.7	-
UniBi-O(3) 2023.09	36.9	27.4	-	-	56.1	-
KG-FIT 2024.05	36.9	27.4	-	120	57	48.8
RESCAL-DURA 2022.01	36.8	27.6	-	-	55	-
RelEns-DSC 2023.10	36.8	27.46	40.46	-	55.54	-
TCRA 2025.10	36.7	27.5	40.3	-	55.4	-
QuatE 2019.04	36.6	27.1	40.1	-	55.6	-
QuatDE 2022.01	36.5	26.8	40	90	56.3	-
MEI 2022.09	36.5	-	-	-	-	-
RAGAT 2022.09	36.5	27.3	0.401	-	54.7	-
MEI 2022.09	36.5	27.1	0.402	-	55.2	-
QuatDE 2022.11	36.5	26.8	40	90	56.3	-
MEI 3x100 2020.06	36.4	27	39.8	-	55	-
RESCAL 2023.09	36.4	27.2	-	-	54.7	-
ComplEx 2023.09	36.3	26.9	-	-	55.2	-
SimpleEns 2023.10	36.21	26.83	39.77	-	55.25	-
KG-FIT 2024.05	36.2	26.4	-	122	56.8	47.8
KG-FIT 2024.05	36.2	27.5	-	137	57.2	48.5
KG-FIT 2025.10	36.2	27.5	48.5	-	57.2	-
HousE 2023.10	36.12	26.58	39.91	-	55.04	-
GC-OTE 2020.11	36.1	0.267	0.396	-	55	-
GC-OTE 2022.09	36.1	26.7	0.396	-	55	-
CP 2023.09	36.1	26.6	-	-	55.1	-
UniBi-O(2) 2023.09	36.1	26.7	-	-	55	-
UniBi-O(3) 2023.09	36.1	26.5	-	-	55	-
TranSHER 2023.06	36	0.264	0.397	-	55.1	-
TransERR 2023.06	36	0.264	0.396	125	55.5	-

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