Link Prediction on FB15k

Metric: Hits@10 (higher is better)

LeaderboardDataset

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Results

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#	Model↕	Hits@10▼	Extra Data	Paper	Date↕	Code
1	AutoKGE	0.914	No	AutoSF: Searching Scoring Functions for Knowledg...	2019-04-26	Code
2	DistMult (after variational EM)	0.914	No	Augmenting and Tuning Knowledge Graph Embeddings	2019-07-01	Code
3	HHolE	0.901	No	Augmenting Compositional Models for Knowledge Ba...	2018-11-02	-
4	QuatE	0.9	No	Quaternion Knowledge Graph Embeddings	2019-04-23	Code
5	OPTransE	0.899	No	Representation Learning with Ordered Relation Pa...	2019-09-26	Code
6	MEI-BTD	0.893	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
7	TuckER	0.892	No	TuckER: Tensor Factorization for Knowledge Graph...	2019-01-28	Code
8	ConvR	0.887	No	-	-	-
9	SEEK	0.886	No	SEEK: Segmented Embedding of Knowledge Graphs	2020-05-02	Code
10	HypER	0.885	No	Hypernetwork Knowledge Graph Embeddings	2018-08-21	Code
11	pRotatE	0.884	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
12	RotatE	0.884	No	RotatE: Knowledge Graph Embedding by Relational ...	2019-02-26	Code
13	JoBi ComplEx	0.883	No	Using Pairwise Occurrence Information to Improve...	2019-10-25	-
14	SimplE	0.876	No	GraphVite: A High-Performance CPU-GPU Hybrid Sys...	2019-03-02	Code
15	LogicENN	0.874	No	LogicENN: A Neural Based Knowledge Graphs Embedd...	2019-08-20	-
16	Relational-GCN	0.842	No	-	-	-
17	Complex	0.84	No	Knowledge Graph Completion via Complex Tensor Fa...	2017-02-22	Code
18	SimplE	0.838	No	SimplE Embedding for Link Prediction in Knowledg...	2018-02-13	Code
19	ConvE	0.831	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
20	TransD	0.773	No	-	-	Code
21	Inverse Model	0.66	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
22	TransE	0.471	No	-	-	Code

#1AutoKGESOTA
0.914
Hits@10· 2019-04-26
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding Code
#2DistMult (after variational EM)
0.914
Hits@10· 2019-07-01
Augmenting and Tuning Knowledge Graph Embeddings Code
#3HHolESOTA
0.901
Hits@10· 2018-11-02
Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations
#4QuatE
0.9
Hits@10· 2019-04-23
Quaternion Knowledge Graph Embeddings Code
#5OPTransE
0.899
Hits@10· 2019-09-26
Representation Learning with Ordered Relation Paths for Knowledge Graph Completion Code
#6MEI-BTD
0.893
Hits@10· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Code
#7TuckER
0.892
Hits@10· 2019-01-28
TuckER: Tensor Factorization for Knowledge Graph Completion Code
#8ConvR
0.887
Hits@10
No paper
#9SEEK
0.886
Hits@10· 2020-05-02
SEEK: Segmented Embedding of Knowledge Graphs Code
#10HypERSOTA
0.885
Hits@10· 2018-08-21
Hypernetwork Knowledge Graph Embeddings Code
#11pRotatE
0.884
Hits@10· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#12RotatE
0.884
Hits@10· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space Code
#13JoBi ComplEx
0.883
Hits@10· 2019-10-25
Using Pairwise Occurrence Information to Improve Knowledge Graph Completion on Large-Scale Datasets
#14SimplE
0.876
Hits@10· 2019-03-02
GraphVite: A High-Performance CPU-GPU Hybrid System for Node Embedding Code
#15LogicENN
0.874
Hits@10· 2019-08-20
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules
#16Relational-GCN
0.842
Hits@10
No paper
#17ComplexSOTA
0.84
Hits@10· 2017-02-22
Knowledge Graph Completion via Complex Tensor Factorization Code
#18SimplE
0.838
Hits@10· 2018-02-13
SimplE Embedding for Link Prediction in Knowledge Graphs Code
#19ConvE
0.831
Hits@10· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#20TransD
0.773
Hits@10
No paperCode
#21Inverse Model
0.66
Hits@10· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#22TransE
0.471
Hits@10
No paperCode