Link Prediction on WN18

Metric: Hits@3 (higher is better)

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#	Model↕	Hits@3▼	Extra Data	Paper	Date↕	Code
1	Inverse Model	0.964	Yes	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
2	LineaRE	0.955	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
3	TuckER	0.955	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
4	HypER	0.955	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
5	ConvR	0.955	No	-	-	-
6	QuatDE	0.954	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
7	QuatE	0.954	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
8	DensE	0.954	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
9	MEI (small)	0.953	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
10	RotatE	0.952	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
11	MEI-BTD	0.952	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
12	pRotatE	0.95	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
13	Quaternion	0.95	No	Analyzing Knowledge Graph Embedding Methods from...	2019-03-27	Code
14	SimplE	0.95	No	GraphVite: A High-Performance CPU-GPU Hybrid Sys...	2019-03-02	Code
15	ConvE	0.946	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
16	HHolE	0.945	No	Augmenting Compositional Models for Knowledge Ba...	2018-11-02	-
17	HolE	0.945	No	Holographic Embeddings of Knowledge Graphs	2015-10-16	Code
18	ANALOGY	0.944	No	Analogical Inference for Multi-Relational Embedd...	2017-05-06	Code
19	SimplE	0.944	No	SimplE Embedding for Link Prediction in Knowledg...	2018-02-13	Code
20	ComplEx	0.936	No	Complex Embeddings for Simple Link Prediction	2016-06-20	Code
21	DistMult	0.914	No	Embedding Entities and Relations for Learning an...	2014-12-20	Code

#1Inverse ModelSOTA
0.964
Hits@3· Extra Data· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#2LineaRE
0.955
Hits@3· 2020-04-21
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction Code
#3TuckER
0.955
Hits@3· 2019-01-28
TuckER: Tensor Factorization for Knowledge Graph Completion Code
#4HypER
0.955
Hits@3· 2018-08-21
Hypernetwork Knowledge Graph Embeddings Code
#5ConvR
0.955
Hits@3
No paper
#6QuatDE
0.954
Hits@3· 2021-05-19
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion Code
#7QuatE
0.954
Hits@3· 2019-04-23
Quaternion Knowledge Graph Embeddings Code
#8DensE
0.954
Hits@3· 2020-08-11
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy Code
#9MEI (small)
0.953
Hits@3· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Code
#10RotatE
0.952
Hits@3· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#11MEI-BTD
0.952
Hits@3· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Code
#12pRotatE
0.95
Hits@3· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#13Quaternion
0.95
Hits@3· 2019-03-27
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction Perspective Code
#14SimplE
0.95
Hits@3· 2019-03-02
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding Code
#15ConvE
0.946
Hits@3· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#16HHolE
0.945
Hits@3· 2018-11-02
Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations
#17HolESOTA
0.945
Hits@3· 2015-10-16
Holographic Embeddings of Knowledge Graphs Code
#18ANALOGY
0.944
Hits@3· 2017-05-06
Analogical Inference for Multi-Relational Embeddings Code
#19SimplE
0.944
Hits@3· 2018-02-13
SimplE Embedding for Link Prediction in Knowledge Graphs Code
#20ComplEx
0.936
Hits@3· 2016-06-20
Complex Embeddings for Simple Link Prediction Code
#21DistMultSOTA
0.914
Hits@3· 2014-12-20
Embedding Entities and Relations for Learning and Inference in Knowledge Bases Code