Link Prediction on YAGO3-10

Metric: MRR (higher is better)

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#	Model↕	MRR▼	Extra Data	Paper	Date↕	Code
1	MEIM	0.585	No	MEIM: Multi-partition Embedding Interaction Beyo...	2022-09-30	Code
2	ComplEx-DURA (large model)	0.584	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
3	ComplEx-N3 (reciprocal)	0.58	No	Canonical Tensor Decomposition for Knowledge Bas...	2018-06-19	Code
4	CP-DURA (large model)	0.579	No	Duality-Induced Regularizer for Tensor Factoriza...	2020-11-11	Code
5	MEI	0.578	No	Multi-Partition Embedding Interaction with Block...	2020-06-29	Code
6	RefE	0.577	No	Low-Dimensional Hyperbolic Knowledge Graph Embed...	2020-05-01	Code
7	BoxE	0.567	No	BoxE: A Box Embedding Model for Knowledge Base C...	2020-07-13	Code
8	SAFRAN (white box, rule based)	0.564	No	SAFRAN: An interpretable, rule-based link predic...	2021-09-16	Code
9	NBFNet	0.563	No	Neural Bellman-Ford Networks: A General Graph Ne...	2021-06-13	Code
10	A*Net	0.556	No	-	-	-
11	ComplEx	0.551	No	Start Small, Think Big: On Hyperparameter Optimi...	2022-07-11	Code
12	HAKE	0.545	No	Learning Hierarchy-Aware Knowledge Graph Embeddi...	2019-11-21	Code
13	Rot-Pro	0.542	No	Rot-Pro: Modeling Transitivity by Projection in ...	2021-10-27	Code
14	DensE	0.541	No	DensE: An Enhanced Non-commutative Representatio...	2020-08-11	Code
15	InteractE	0.541	No	InteractE: Improving Convolution-based Knowledge...	2019-11-01	Code
16	DihEdral	0.472	No	Relation Embedding with Dihedral Group in Knowle...	2019-06-03	-
17	ConvE	0.44	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code

#1MEIMSOTA
0.585
MRR· 2022-09-30
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction Code
#2ComplEx-DURA (large model)SOTA
0.584
MRR· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion Code
#3ComplEx-N3 (reciprocal)SOTA
0.58
MRR· 2018-06-19
Canonical Tensor Decomposition for Knowledge Base Completion Code
#4CP-DURA (large model)
0.579
MRR· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion Code
#5MEI
0.578
MRR· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion Code
#6RefE
0.577
MRR· 2020-05-01
Low-Dimensional Hyperbolic Knowledge Graph Embeddings Code
#7BoxE
0.567
MRR· 2020-07-13
BoxE: A Box Embedding Model for Knowledge Base Completion Code
#8SAFRAN (white box, rule based)
0.564
MRR· 2021-09-16
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models Code
#9NBFNet
0.563
MRR· 2021-06-13
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction Code
#10A*Net
0.556
MRR
No paper
#11ComplEx
0.551
MRR· 2022-07-11
Start Small, Think Big: On Hyperparameter Optimization for Large-Scale Knowledge Graph Embeddings Code
#12HAKE
0.545
MRR· 2019-11-21
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction Code
#13Rot-Pro
0.542
MRR· 2021-10-27
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding Code
#14DensE
0.541
MRR· 2020-08-11
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy Code
#15InteractE
0.541
MRR· 2019-11-01
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions Code
#16DihEdral
0.472
MRR· 2019-06-03
Relation Embedding with Dihedral Group in Knowledge Graph
#17ConvESOTA
0.44
MRR· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code