Link Prediction on FB15k

Metric: MRR (higher is better)

LeaderboardDataset

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Results

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#	Model↕	MRR▼	Extra Data	Paper	Date↕	Code
1	AutoKGE	0.861	No	AutoSF: Searching Scoring Functions for Knowledg...	2019-04-26	Code
2	DistMult (after variational EM)	0.841	No	Augmenting and Tuning Knowledge Graph Embeddings	2019-07-01	Code
3	QuatE	0.833	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
4	SEEK	0.825	No	SEEK: Segmented Embedding of Knowledge Graphs	2020-05-02	Code
5	MEI-BTD	0.806	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
6	pRotatE	0.799	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
7	RotatE	0.797	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
8	HHolE	0.796	No	Augmenting Compositional Models for Knowledge Ba...	2018-11-02	-
9	TuckER	0.795	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
10	HypER	0.79	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
11	ConvR	0.782	No	-	-	-
12	SimplE	0.779	No	GraphVite: A High-Performance CPU-GPU Hybrid Sys...	2019-03-02	Code
13	ComplEx NSCaching	0.7721	No	NSCaching: Simple and Efficient Negative Samplin...	2018-12-16	Code
14	LogicENN	0.766	No	LogicENN: A Neural Based Knowledge Graphs Embedd...	2019-08-20	-
15	JoBi ComplEx	0.761	No	Using Pairwise Occurrence Information to Improve...	2019-10-25	-
16	SimplE	0.727	No	SimplE Embedding for Link Prediction in Knowledg...	2018-02-13	Code
17	Relational-GCN	0.696	No	-	-	-
18	Complex	0.692	No	Knowledge Graph Completion via Complex Tensor Fa...	2017-02-22	Code
19	Inverse Model	0.66	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
20	ConvE	0.657	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code

#1AutoKGESOTA
0.861
MRR· 2019-04-26
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding Code
#2DistMult (after variational EM)
0.841
MRR· 2019-07-01
Augmenting and Tuning Knowledge Graph Embeddings Code
#3QuatESOTA
0.833
MRR· 2019-04-23
Quaternion Knowledge Graph Embeddings Code
#4SEEK
0.825
MRR· 2020-05-02
SEEK: Segmented Embedding of Knowledge Graphs Code
#5MEI-BTD
0.806
MRR· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Code
#6pRotatESOTA
0.799
MRR· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#7RotatE
0.797
MRR· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#8HHolESOTA
0.796
MRR· 2018-11-02
Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations
#9TuckER
0.795
MRR· 2019-01-28
TuckER: Tensor Factorization for Knowledge Graph Completion Code
#10HypERSOTA
0.79
MRR· 2018-08-21
Hypernetwork Knowledge Graph Embeddings Code
#11ConvR
0.782
MRR
No paper
#12SimplE
0.779
MRR· 2019-03-02
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding Code
#13ComplEx NSCaching
0.7721
MRR· 2018-12-16
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding Code
#14LogicENN
0.766
MRR· 2019-08-20
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules
#15JoBi ComplEx
0.761
MRR· 2019-10-25
Using Pairwise Occurrence Information to Improve Knowledge Graph Completion on Large-Scale Datasets
#16SimplESOTA
0.727
MRR· 2018-02-13
SimplE Embedding for Link Prediction in Knowledge Graphs Code
#17Relational-GCN
0.696
MRR
No paper
#18ComplexSOTA
0.692
MRR· 2017-02-22
Knowledge Graph Completion via Complex Tensor Factorization Code
#19Inverse Model
0.66
MRR· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#20ConvE
0.657
MRR· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code