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Link Prediction on WN18RR (test)

98.5Hits@10

NodePiece + RotatE

Updated 4d ago

Evaluation Results

Method
NodePiece + RotatE 2021.06	98.5	76.1	-	-	-	-	-	-	-	-
NodePiece + RotatE (no distances) 2021.06	97.5	74.6	-	-	-	-	-	-	-	-
NodePiece + RotatE (no rel. context) 2021.06	95.8	54.1	-	-	-	-	-	-	-	-
NodePiece + RotatE (no anchors, rels only) 2021.06	94.7	54.5	-	-	-	-	-	-	-	-
RotatE 2021.06	89.7	77.4	-	-	-	-	-	-	-	-
SimKGC 2024.05	80	66.6	-	-	58.7	-	-	-	-	-
PKGC w/ KG-FIT pRotatE's recall 2024.05	79.1	62.5	70	-	54	-	-	-	65.5	-
C-LMKE 2024.05	78.9	61.9	79	-	52.3	-	-	-	-	-
KG-FIT pRotatE w/ SimKGC's Graph-Based Re-Ranking 2024.05	74.5	62.4	73	-	53.2	-	-	-	65.2	-
StAR (Self-Adp) 2020.04	73.2	55.1	46	59.4	45.9	-	-	-	-	-
pRotatE 2024.05	72.2	59	78	-	51.1	-	-	-	61.5	-
RotatE 2024.05	71.9	58.9	75	-	51.9	-	-	-	60	-
RotatE 2024.05	71.2	55.4	144	-	50.1	-	-	-	57.1	-
StAR 2020.04	70.9	40.1	51	49.1	24.3	-	-	-	-	-
StAR 2022.02	70.9	-	-	49.1	24.3	-	-	-	-	-
StAR 2024.05	70.9	40.1	51	-	24.3	-	-	-	-	-
pRotatE 2024.05	69.6	56.6	165	-	49.8	-	-	-	58.4	-
HAKE 2024.05	69.5	55.3	172	-	48.8	-	-	-	59.5	-
CSProm-KG 2024.05	67.8	57.5	-	-	52.2	-	-	-	-	-
StAR (Ensemble) 2020.04	67.5	52.4	540	55.1	44.9	-	-	-	-	-
NBFNet 2022.03	66.6	55.1	-	-	49.7	-	-	-	-	-
KG-S2S 2024.05	66.1	57.4	-	-	53.1	-	-	-	-	-
HAKE 2024.05	66	54.1	267	-	48.4	-	-	-	59	-
GoldE + RicciKGE 2025.12	60.9	51.6	-	53.4	4,690	-	-	-	-	-
KGT5-ComplEx Ensemble 2022.03	60.7	54.2	-	-	50.7	-	-	-	-	-
GoldE 2025.12	60.7	51.3	-	53.3	4,630	-	-	-	-	-
OTE 2019.11	58.7	48.5	-	50.2	43.7	-	-	-	-	-
RotH 2021.04	58.6	49.6	-	51.4	44.9	-	-	-	-	-
QuatDE 2021.05	58.6	48.9	1,977	50.9	43.8	-	-	-	-	-
RotH 2020.08	58.6	49.6	-	51.4	44.9	-	-	-	-	-
DRUM 2021.09	58.6	48.6	-	-	42.5	-	-	-	-	-
DensE 2020.08	58.6	49.2	-	-	-	-	-	-	-	-
DRUM 2019.10	58.6	48.6	-	51.3	42.5	-	-	-	-	-
HittER 2020.08	58.4	50.3	-	51.6	46.2	-	-	-	-	-
HAKE1 2020.08	58.4	49.7	-	-	-	-	-	-	-	-
HittER 2022.12	58.4	50.3	-	51.6	46.2	-	-	-	-	-
GC-OTE 2019.11	58.3	49.1	-	51.1	44.2	-	-	-	-	-
QuatE 2019.11	58.2	48.8	-	50.8	43.8	-	-	-	-	-
Quaternion 2021.04	58.2	48.8	-	50.8	43.8	-	-	-	-	-
QuatE 2021.05	58.2	48.8	2,314	50.8	43.8	-	-	-	-	-
HAKE 2021.09	58.2	49.7	-	-	45.2	-	-	-	-	-
HAKE2 2020.08	58.2	49.7	-	-	-	-	-	-	-	-
HAKE 2019.11	58.2	49.7	-	51.6	45.2	-	-	-	-	-
generalized graph attention model 2019.06	58.1	44	1,940	48.3	36.1	-	-	-	-	-
SAFRAN 2021.09	58.1	50.1	-	-	45.7	-	-	-	-	-
BLP-TransE 2020.10	58	28.5	-	36.1	13.5	-	-	-	-	-
ComplEx 2021.10	58	48.7	-	50.1	44.1	-	-	-	-	-
GoldE 2025.12	58	47.1	-	50.1	4,110	-	-	-	-	-
RotatE + RicciKGE 2025.12	58	48.1	-	49.7	4,370	-	-	-	-	-
Rotate3D 2021.05	57.9	48.9	3,328	50.5	44.2	-	-	-	-	-
Rotate3D 2020.08	57.9	48.9	-	-	-	-	-	-	-	-
HAKE 2024.05	57.9	49	3,680	-	45.2	-	-	-	53.5	-
ComplEx 2021.10	57.8	48.8	-	50.5	44.3	-	-	-	-	-
SAFRAN 2021.09	57.8	50.2	-	-	45.9	-	-	-	-	-
LineaRE 2020.04	57.8	49.5	1,644	50.9	45.3	-	-	-	-	-
GoldE + RicciKGE 2025.12	57.8	47.6	-	50.6	4,180	-	-	-	-	-
Rot-Pro 2021.10	57.7	45.7	2,815	48.2	39.7	-	-	-	-	-
AttH + RicciKGE 2025.12	57.5	46.8	-	49.5	4,110	-	-	-	-	-
RotatE 2021.09	57.4	47.5	-	-	42.6	-	-	-	-	-
NagE 2020.08	57.4	47.7	-	-	-	-	-	-	-	-
MED 2024.07	57.4	47.6	-	-	-	-	-	-	-	-
AttH 2025.12	57.4	46.6	-	49.3	4,080	-	-	-	-	-
AttH 2020.04	57.3	48.6	-	49.9	44.3	-	-	-	-	-
ATTH 2021.05	57.3	48.6	-	49.9	44.3	-	-	-	-	-
RotatE 2025.12	57.3	47.5	-	49.4	4,270	-	-	-	-	-
ComplEx-N3 2021.04	57.2	48	-	49.5	43.5	-	-	-	-	-
AnyBURL 2021.09	57.2	49.4	-	-	45.2	-	-	-	-	-
AnyBURL 2021.09	57.2	49.7	-	-	45.5	-	-	-	-	-
DensE-Reciprocal 2020.08	57.2	48.7	-	-	-	-	-	-	-	-
DensE-Adv 2020.08	57.2	48.6	-	-	-	-	-	-	-	-
RotatE 2024.05	57.2	47.6	3,365	-	42.9	-	-	-	52.3	-
QuatE 2022.04	57.19	48.23	-	49.55	43.6	-	-	-	-	-
RotatE 2019.09	57.1	-	3,340	-	-	-	-	-	-	-
RotatE 2019.11	57.1	47.6	-	49.2	42.8	-	-	-	-	-
RotatE 2019.11	57.1	47.6	3,340	-	42.8	-	-	-	-	-
RotatE 2020.04	57.1	47.6	3,340	49.2	42.8	-	-	-	-	-
RotatE 2021.04	57.1	47.6	-	49.2	42.8	-	-	-	-	-
rotatE 2021.05	57.1	47.6	3,340	49.2	42.8	-	-	-	-	-
RotatE 2020.08	57.1	47.6	-	49.2	42.8	-	-	-	-	-
RotatE 2021.10	57.1	47.6	3,340	49.2	42.8	-	-	-	-	-
RotatE 2021.12	57.1	47.6	-	0.492	0.428	-	-	-	-	-
RotatE 2020.08	57.1	47.6	-	-	-	-	-	-	-	-
RotatE 2019.11	57.1	47.6	-	49.2	42.8	-	-	-	-	-
RotatE 2020.04	57.1	47.6	3,340	49.2	42.8	-	-	-	-	-
RotatE 2022.02	57.1	-	-	49.2	42.8	-	-	-	-	-
RotatE 2022.12	57.1	47.6	-	49.2	42.8	-	-	-	-	-
RotatE 2019.10	57.1	47.6	-	49.2	42.8	-	-	-	-	-
ComplEx-N3 2018.06	57	48	-	-	-	-	-	-	-	-
RotatE 2020.10	57	48	-	49	43	-	-	-	-	-
ComplEx-N3 2022.12	57	48	-	-	-	-	-	-	-	-
ComplEx-N3 2023.08	57	48	-	-	-	-	-	-	-	-
DRUM 2019.10	56.8	43.5	-	43.5	37	-	-	-	-	-
RotatE 2020.08	56.7	47.8	-	-	-	-	-	-	-	-
MurP 2021.04	56.6	48.1	-	49.5	44	-	-	-	-	-
Neural LP 2021.09	56.6	43.5	-	-	37.1	-	-	-	-	-
Neural LP 2019.10	56.6	43.5	-	43.4	37.1	-	-	-	-	-
QuatE 2020.04	56.4	48.1	3,472	50	43.6	-	-	-	-	-
QuatE 2020.08	56.4	48.1	-	-	-	-	-	-	-	-
ModE 2019.11	56.4	47.2	-	48.6	42.7	-	-	-	-	-
R-DCR 2023.08	56.3	47	-	-	41.9	-	-	-	-	-

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