Link Prediction on WN18

Metric: Hits@1 (higher is better)

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#	Model↕	Hits@1▼	Extra Data	Paper	Date↕	Code
1	Inverse Model	0.953	Yes	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
2	TuckER	0.949	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
3	LineaRE	0.947	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
4	HypER	0.947	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
5	ConvR	0.947	No	-	-	-
6	MEI (small)	0.946	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
7	MEI-BTD	0.946	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
8	QuatE	0.945	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
9	DensE	0.945	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
10	QuatDE	0.944	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
11	RotatE	0.944	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
12	SimplE	0.944	No	SimplE Embedding for Link Prediction in Knowledg...	2018-02-13	Code
13	pRotatE	0.942	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
14	ANALOGY	0.939	No	Analogical Inference for Multi-Relational Embedd...	2017-05-06	Code
15	SimplE	0.939	No	SimplE Embedding for Link Prediction in Knowledg...	2018-02-13	Code
16	ComplEx	0.936	No	Complex Embeddings for Simple Link Prediction	2016-06-20	Code
17	ConvE	0.935	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
18	Quaternion	0.931	No	Analyzing Knowledge Graph Embedding Methods from...	2019-03-27	Code
19	HHolE	0.931	No	Augmenting Compositional Models for Knowledge Ba...	2018-11-02	-
20	HolE	0.93	No	Holographic Embeddings of Knowledge Graphs	2015-10-16	Code
21	Gaifman	0.761	No	Discriminative Gaifman Models	2016-10-28	-
22	DistMult	0.728	No	Embedding Entities and Relations for Learning an...	2014-12-20	Code

#1Inverse ModelSOTA
0.953
Hits@1· Extra Data· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#2TuckER
0.949
Hits@1· 2019-01-28
TuckER: Tensor Factorization for Knowledge Graph Completion Code
#3LineaRE
0.947
Hits@1· 2020-04-21
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction Code
#4HypER
0.947
Hits@1· 2018-08-21
Hypernetwork Knowledge Graph Embeddings Code
#5ConvR
0.947
Hits@1
No paper
#6MEI (small)
0.946
Hits@1· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Code
#7MEI-BTD
0.946
Hits@1· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Code
#8QuatE
0.945
Hits@1· 2019-04-23
Quaternion Knowledge Graph Embeddings Code
#9DensE
0.945
Hits@1· 2020-08-11
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy Code
#10QuatDE
0.944
Hits@1· 2021-05-19
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion Code
#11RotatE
0.944
Hits@1· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#12SimplE
0.944
Hits@1· 2018-02-13
SimplE Embedding for Link Prediction in Knowledge Graphs Code
#13pRotatE
0.942
Hits@1· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#14ANALOGYSOTA
0.939
Hits@1· 2017-05-06
Analogical Inference for Multi-Relational Embeddings Code
#15SimplE
0.939
Hits@1· 2018-02-13
SimplE Embedding for Link Prediction in Knowledge Graphs Code
#16ComplExSOTA
0.936
Hits@1· 2016-06-20
Complex Embeddings for Simple Link Prediction Code
#17ConvE
0.935
Hits@1· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#18Quaternion
0.931
Hits@1· 2019-03-27
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective Code
#19HHolE
0.931
Hits@1· 2018-11-02
Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations
#20HolESOTA
0.93
Hits@1· 2015-10-16
Holographic Embeddings of Knowledge Graphs Code
#21Gaifman
0.761
Hits@1· 2016-10-28
Discriminative Gaifman Models
#22DistMultSOTA
0.728
Hits@1· 2014-12-20
Embedding Entities and Relations for Learning and Inference in Knowledge Bases Code