Link Prediction on FB15k

Metric: Hits@3 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Hits@3▼	Extra Data	Paper	Date↕	Code
1	QuatE	0.859	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
2	HHolE	0.848	No	Augmenting Compositional Models for Knowledge Ba...	2018-11-02	-
3	MEI-BTD	0.843	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
4	SEEK	0.841	No	SEEK: Segmented Embedding of Knowledge Graphs	2020-05-02	Code
5	TuckER	0.833	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
6	RotatE	0.83	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
7	pRotatE	0.829	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
8	HypER	0.829	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
9	ConvR	0.826	No	-	-	-
10	JoBi ComplEx	0.824	No	Using Pairwise Occurrence Information to Improve...	2019-10-25	-
11	SimplE	0.818	No	GraphVite: A High-Performance CPU-GPU Hybrid Sys...	2019-03-02	Code
12	SimplE	0.773	No	SimplE Embedding for Link Prediction in Knowledg...	2018-02-13	Code
13	Relational-GCN	0.76	No	-	-	-
14	Complex	0.759	No	Knowledge Graph Completion via Complex Tensor Fa...	2017-02-22	Code
15	ConvE	0.723	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
16	Inverse Model	0.659	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code

#1QuatESOTA
0.859
Hits@3· 2019-04-23
Quaternion Knowledge Graph Embeddings Code
#2HHolESOTA
0.848
Hits@3· 2018-11-02
Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations
#3MEI-BTD
0.843
Hits@3· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Code
#4SEEK
0.841
Hits@3· 2020-05-02
SEEK: Segmented Embedding of Knowledge Graphs Code
#5TuckER
0.833
Hits@3· 2019-01-28
TuckER: Tensor Factorization for Knowledge Graph Completion Code
#6RotatE
0.83
Hits@3· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#7pRotatE
0.829
Hits@3· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#8HypERSOTA
0.829
Hits@3· 2018-08-21
Hypernetwork Knowledge Graph Embeddings Code
#9ConvR
0.826
Hits@3
No paper
#10JoBi ComplEx
0.824
Hits@3· 2019-10-25
Using Pairwise Occurrence Information to Improve Knowledge Graph Completion on Large-Scale Datasets
#11SimplE
0.818
Hits@3· 2019-03-02
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding Code
#12SimplESOTA
0.773
Hits@3· 2018-02-13
SimplE Embedding for Link Prediction in Knowledge Graphs Code
#13Relational-GCN
0.76
Hits@3
No paper
#14ComplexSOTA
0.759
Hits@3· 2017-02-22
Knowledge Graph Completion via Complex Tensor Factorization Code
#15ConvE
0.723
Hits@3· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#16Inverse Model
0.659
Hits@3· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code