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Knowledge Graph Completion on FB15K (test)

93Hits@10 (Filtered)

Best Published

Updated 4d ago

Evaluation Results

Method
Best Published 2018.06	93	-	-	-	-	84	-	-	-	-
CP-FRO 2018.06	91	-	-	-	-	86	-	-	-	-
CP-N3 2018.06	91	-	-	-	-	86	-	-	-	-
ComplEx-FRO 2018.06	91	-	-	-	-	86	-	-	-	-
ComplEx-N3 2018.06	91	-	-	-	-	86	-	-	-	-
DistMult 2018.06	89	-	-	-	-	80	-	-	-	-
ComplEx-N3 2018.06	89	-	-	-	-	80	-	-	-	-
ConvE 2018.06	87	-	-	-	-	75	-	-	-	-
NLF 2017.05	87	-	-	-	-	-	-	-	-	-
ANALOGY 2017.05	85.4	-	-	-	-	-	-	-	-	-
PTransE-ADD 2017.05	84.6	-	-	-	-	-	-	-	-	-
ComplEx 2017.02	84	69.2	24.2	59.9	75.9	-	-	-	-	-
ComplEx 2018.06	84	-	-	-	-	70	-	-	-	-
ComplEx 2017.05	84	-	-	-	-	-	-	-	-	-
DistMult 2017.02	82.4	65.4	24.2	54.6	73.3	-	-	-	-	-
DistMult 2017.05	82.4	-	-	-	-	-	-	-	-	-
PTransE-RNN 2017.05	82.2	-	-	-	-	-	-	-	-	-
STransE 2017.05	79.7	-	-	-	-	-	-	-	-	-
TransSparse 2017.05	78.3	-	-	-	-	-	-	-	-	-
PTransE-MUL 2017.05	77.7	-	-	-	-	-	-	-	-	-
TransD 2017.05	77.3	-	-	-	-	-	-	-	-	-
RTransE 2017.05	76.2	-	-	-	-	-	-	-	-	-
KG2E 2017.05	74	-	-	-	-	-	-	-	-	-
HolE 2017.02	73.9	52.4	23.2	40.2	61.3	-	-	-	-	-
HolE 2017.05	73.9	-	-	-	-	-	-	-	-	-
TKRL 2017.05	73.4	-	-	-	-	-	-	-	-	-
RESCAL 2017.02	72	46.1	22.6	32.4	53.6	-	-	-	-	-
CTransR 2017.05	70.2	-	-	-	-	-	-	-	-	-
TransR 2017.05	68.7	-	-	-	-	-	-	-	-	-
CP-N3 2018.06	65	-	-	-	-	46	-	-	-	-
TransH 2017.05	64.4	-	-	-	-	-	-	-	-	-
TransE 2017.02	64.1	38	22.1	23.1	47.2	-	-	-	-	-
CP 2017.02	53.2	32.6	15.2	21.9	37.6	-	-	-	-	-
CP 2018.06	53	-	-	-	-	33	-	-	-	-
TransE 2017.05	47.1	-	-	-	-	-	-	-	-	-
RESCAL 2017.05	44.1	-	-	-	-	-	-	-	-	-
NTN 2017.05	41.4	-	-	-	-	-	-	-	-	-
SME 2017.05	41.3	-	-	-	-	-	-	-	-	-
SE 2017.05	39.8	-	-	-	-	-	-	-	-	-
LFM 2017.05	33.1	-	-	-	-	-	-	-	-	-
Unstructured 2017.05	6.3	-	-	-	-	-	-	-	-	-
RESCAL 2017.05	-	35.4	18.9	23.5	40.9	-	-	-	-	-
TransE 2017.05	-	38	22.1	23.1	47.2	-	-	-	-	-
DistMult 2017.05	-	65.4	24.2	54.6	73.3	-	-	-	-	-
HolE 2017.05	-	52.4	23.2	40.2	61.3	-	-	-	-	-
ComplEx 2017.05	-	69.2	24.2	59.9	75.9	-	-	-	-	-
ANALOGY 2017.05	-	72.5	25.3	64.6	78.5	-	-	-	-	-
DistMult 2019.10	-	-	-	-	-	81.9	77.9	84.4	89	-
ComplEx 2019.10	-	-	-	-	-	83.9	80.5	85.9	89.9	-
ConvE 2019.10	-	-	-	-	-	65.7	55.8	72.3	83.1	-
ComplEx-N3 2019.10	-	-	-	-	-	86	-	-	91	-
JoBi ComplEx 2019.10	-	-	-	-	-	84	80.4	86.1	90.1	-
TransH 2021.07	-	-	-	-	-	45.2	-	-	76.6	-
RotatE 2021.07	-	-	-	-	-	79.7	7,460	-	88.4	-
PairE 2021.07	-	-	-	-	-	81.1	7,650	-	89.6	-
ConvE 2021.07	-	-	-	-	-	74.5	6,700	-	87.3	-
TuckER 2021.07	-	-	-	-	-	79.5	7,410	-	89.2	-
DistMult 2021.07	-	-	-	-	-	77.5	7,140	-	87.2	-
SimplE/CP 2021.07	-	-	-	-	-	82.6	7,940	-	90.1	-
HolE/ComplEx 2021.07	-	-	-	-	-	83.1	7,960	-	90.5	-
Analogy 2021.07	-	-	-	-	-	81.6	7,800	-	89.8	-
QuatE 2021.07	-	-	-	-	-	78.2	7,110	-	90	-
AutoBLM 2021.07	-	-	-	-	-	85.3	8,210	-	91	-
AutoBLM+ 2021.07	-	-	-	-	-	86.1	8,320	-	91.3	-
TuckER 2024.12	-	-	-	-	-	79.5	74.1	83.3	89.2	-
QuatE 2024.12	-	-	-	-	-	78.2	71.1	83.5	90	17
DualE 2024.12	-	-	-	-	-	81.3	76.6	85	89.6	21
QuatRE 2024.12	-	-	-	-	-	80.8	75.1	85.1	89.6	21
Rotate3D 2024.12	-	-	-	-	-	78.9	72.8	83.2	88.7	39
Trans4E 2024.12	-	-	-	-	-	76.7	68.1	83.4	89.2	47
RotateCT 2024.12	-	-	-	-	-	79.4	73.7	83.4	88.8	34
Rotate4D 2024.12	-	-	-	-	-	79	73.2	83.1	88.7	37
DCNE 2024.12	-	-	-	-	-	79.8	74.5	83.5	88.8	34
TransERR 2024.12	-	-	-	-	-	81.5	76.7	84.8	89.6	41
DaBR 2024.12	-	-	-	-	-	81.9	76.9	85.4	90	18