Link Prediction on FB15k

Metric: Hits@1 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Hits@1▼	Extra Data	Paper	Date↕	Code
1	QuatE	0.8	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
2	SEEK	0.792	No	SEEK: Segmented Embedding of Knowledge Graphs	2020-05-02	Code
3	MEI-BTD	0.754	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
4	pRotatE	0.75	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
5	RotatE	0.746	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
6	TuckER	0.741	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
7	HypER	0.734	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
8	HHolE	0.727	No	Augmenting Compositional Models for Knowledge Ba...	2018-11-02	-
9	SimplE	0.721	No	GraphVite: A High-Performance CPU-GPU Hybrid Sys...	2019-03-02	Code
10	ConvR	0.72	No	-	-	-
11	JoBi ComplEx	0.681	No	Using Pairwise Occurrence Information to Improve...	2019-10-25	-
12	SimplE	0.66	No	SimplE Embedding for Link Prediction in Knowledg...	2018-02-13	Code
13	Inverse Model	0.658	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
14	Relational-GCN	0.601	No	-	-	-
15	Complex	0.599	No	Knowledge Graph Completion via Complex Tensor Fa...	2017-02-22	Code
16	ConvE	0.558	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code

#1QuatESOTA
0.8
Hits@1· 2019-04-23
Quaternion Knowledge Graph Embeddings Code
#2SEEK
0.792
Hits@1· 2020-05-02
SEEK: Segmented Embedding of Knowledge Graphs Code
#3MEI-BTD
0.754
Hits@1· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Code
#4pRotatESOTA
0.75
Hits@1· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#5RotatE
0.746
Hits@1· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#6TuckERSOTA
0.741
Hits@1· 2019-01-28
TuckER: Tensor Factorization for Knowledge Graph Completion Code
#7HypERSOTA
0.734
Hits@1· 2018-08-21
Hypernetwork Knowledge Graph Embeddings Code
#8HHolE
0.727
Hits@1· 2018-11-02
Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations
#9SimplE
0.721
Hits@1· 2019-03-02
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding Code
#10ConvR
0.72
Hits@1
No paper
#11JoBi ComplEx
0.681
Hits@1· 2019-10-25
Using Pairwise Occurrence Information to Improve Knowledge Graph Completion on Large-Scale Datasets
#12SimplESOTA
0.66
Hits@1· 2018-02-13
SimplE Embedding for Link Prediction in Knowledge Graphs Code
#13Inverse ModelSOTA
0.658
Hits@1· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#14Relational-GCN
0.601
Hits@1
No paper
#15ComplexSOTA
0.599
Hits@1· 2017-02-22
Knowledge Graph Completion via Complex Tensor Factorization Code
#16ConvE
0.558
Hits@1· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code