Link Prediction on WN18

Metric: MR (higher is better)

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#	Model↕	MR▼	Extra Data	Paper	Date↕	Code
1	ComplEx NSCaching	1072	No	NSCaching: Simple and Efficient Negative Samplin...	2018-12-16	Code
2	DistMult	902	No	Embedding Entities and Relations for Learning an...	2014-12-20	Code
3	Inverse Model	740	Yes	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
4	SimplE	412	No	GraphVite: A High-Performance CPU-GPU Hybrid Sys...	2019-03-02	Code
5	ConvE	374	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
6	LogicENN	357	No	LogicENN: A Neural Based Knowledge Graphs Embedd...	2019-08-20	-
7	Gaifman	352	No	Discriminative Gaifman Models	2016-10-28	-
8	RotatE	309	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
9	DensE	285	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
10	TransE	263	No	-	-	Code
11	pRotatE	254	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
12	ParTransH	215	No	Efficient Parallel Translating Embedding For Kno...	2017-03-30	Code
13	TransD	212	No	-	-	Code
14	OPTransE	199	No	Representation Learning with Ordered Relation Pa...	2019-09-26	Code
15	HHolE	183	No	Augmenting Compositional Models for Knowledge Ba...	2018-11-02	-
16	LineaRE	170	No	LineaRE: Simple but Powerful Knowledge Graph Emb...	2020-04-21	Code
17	QuatE	162	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
18	QuatDE	120	No	QuatDE: Dynamic Quaternion Embedding for Knowled...	2021-05-19	Code
19	MDE	118	No	MDE: Multiple Distance Embeddings for Link Predi...	2019-05-25	Code

#1ComplEx NSCachingSOTA
1072
MR· 2018-12-16
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding Code
#2DistMultSOTA
902
MR· 2014-12-20
Embedding Entities and Relations for Learning and Inference in Knowledge Bases Code
#3Inverse Model
740
MR· Extra Data· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#4SimplE
412
MR· 2019-03-02
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding Code
#5ConvE
374
MR· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#6LogicENN
357
MR· 2019-08-20
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules
#7Gaifman
352
MR· 2016-10-28
Discriminative Gaifman Models
#8RotatE
309
MR· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#9DensE
285
MR· 2020-08-11
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy Code
#10TransE
263
MR
No paperCode
#11pRotatE
254
MR· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#12ParTransH
215
MR· 2017-03-30
Efficient Parallel Translating Embedding For Knowledge Graphs Code
#13TransD
212
MR
No paperCode
#14OPTransE
199
MR· 2019-09-26
Representation Learning with Ordered Relation Paths for Knowledge Graph Completion Code
#15HHolE
183
MR· 2018-11-02
Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations
#16LineaRE
170
MR· 2020-04-21
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction Code
#17QuatE
162
MR· 2019-04-23
Quaternion Knowledge Graph Embeddings Code
#18QuatDE
120
MR· 2021-05-19
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion Code
#19MDE
118
MR· 2019-05-25
MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs Code