Link Prediction on FB15k

Metric: MR (higher is better)

LeaderboardDataset

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#	Model↕	MR▼	Extra Data	Paper	Date↕	Code
1	Inverse Model	2501	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
2	TransE	125	No	-	-	Code
3	LogicENN	112	No	LogicENN: A Neural Based Knowledge Graphs Embedd...	2019-08-20	-
4	TransD	91	No	-	-	Code
5	SimplE	74	No	GraphVite: A High-Performance CPU-GPU Hybrid Sys...	2019-03-02	Code
6	ConvE	51	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
7	pRotatE	43	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
8	RotatE	40	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
9	OPTransE	33	No	Representation Learning with Ordered Relation Pa...	2019-09-26	Code
10	HHolE	21	No	Augmenting Compositional Models for Knowledge Ba...	2018-11-02	-
11	QuatE	17	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code

#1Inverse ModelSOTA
2501
MR· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#2TransE
125
MR
No paperCode
#3LogicENN
112
MR· 2019-08-20
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules
#4TransD
91
MR
No paperCode
#5SimplE
74
MR· 2019-03-02
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding Code
#6ConvE
51
MR· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#7pRotatE
43
MR· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#8RotatE
40
MR· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#9OPTransE
33
MR· 2019-09-26
Representation Learning with Ordered Relation Paths for Knowledge Graph Completion Code
#10HHolE
21
MR· 2018-11-02
Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations
#11QuatE
17
MR· 2019-04-23
Quaternion Knowledge Graph Embeddings Code