Link Prediction on YAGO3-10

Metric: Hits@1 (higher is better)

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#	Model↕	Hits@1▼	Extra Data	Paper	Date↕	Code
1	MEIM	0.514	No	MEIM: Multi-partition Embedding Interaction Beyo...	2022-09-30	Code
2	ComplEx-DURA (large model)	0.511	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
3	CP-DURA (large model)	0.506	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
4	MEI	0.505	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
5	RefE	0.503	No	Low-Dimensional Hyperbolic Knowledge Graph Embed...	2020-05-01	Code
6	BoxE	0.494	No	BoxE: A Box Embedding Model for Knowledge Base C...	2020-07-13	Code
7	SAFRAN (white box, rule based)	0.492	No	SAFRAN: An interpretable, rule-based link predic...	2021-09-16	Code
8	NBFNet	0.48	No	Neural Bellman-Ford Networks: A General Graph Ne...	2021-06-13	Code
9	A*Net	0.47	No	-	-	-
10	DensE	0.465	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
11	HAKE	0.462	No	Learning Hierarchy-Aware Knowledge Graph Embeddi...	2019-11-21	Code
12	InteractE	0.462	No	InteractE: Improving Convolution-based Knowledge...	2019-11-01	Code
13	Rot-Pro	0.443	No	Rot-Pro: Modeling Transitivity by Projection in ...	2021-10-27	Code
14	DihEdral	0.381	No	Relation Embedding with Dihedral Group in Knowle...	2019-06-03	-

#1MEIMSOTA
0.514
Hits@1· 2022-09-30
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction Code
#2ComplEx-DURA (large model)SOTA
0.511
Hits@1· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion Code
#3CP-DURA (large model)
0.506
Hits@1· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion Code
#4MEISOTA
0.505
Hits@1· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Code
#5RefESOTA
0.503
Hits@1· 2020-05-01
Low-Dimensional Hyperbolic Knowledge Graph Embeddings Code
#6BoxE
0.494
Hits@1· 2020-07-13
BoxE: A Box Embedding Model for Knowledge Base Completion Code
#7SAFRAN (white box, rule based)
0.492
Hits@1· 2021-09-16
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models Code
#8NBFNet
0.48
Hits@1· 2021-06-13
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction Code
#9A*Net
0.47
Hits@1
No paper
#10DensE
0.465
Hits@1· 2020-08-11
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy Code
#11HAKE
0.462
Hits@1· 2019-11-21
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction Code
#12InteractESOTA
0.462
Hits@1· 2019-11-01
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions Code
#13Rot-Pro
0.443
Hits@1· 2021-10-27
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding Code
#14DihEdralSOTA
0.381
Hits@1· 2019-06-03
Relation Embedding with Dihedral Group in Knowledge Graph