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YAGO3-10
Link Prediction on YAGO3-10
Metric: MRR (higher is better)
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#
Model
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MRR
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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
#1
MEIM
SOTA
0.585
MRR
· 2022-09-30
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction
Code
#2
ComplEx-DURA (large model)
SOTA
0.584
MRR
· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion
Code
#3
ComplEx-N3 (reciprocal)
SOTA
0.58
MRR
· 2018-06-19
Canonical Tensor Decomposition for Knowledge Base Completion
Code
#4
CP-DURA (large model)
0.579
MRR
· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion
Code
#5
MEI
0.578
MRR
· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion
Code
#6
RefE
0.577
MRR
· 2020-05-01
Low-Dimensional Hyperbolic Knowledge Graph Embeddings
Code
#7
BoxE
0.567
MRR
· 2020-07-13
BoxE: A Box Embedding Model for Knowledge Base Completion
Code
#8
SAFRAN (white box, rule based)
0.564
MRR
· 2021-09-16
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models
Code
#9
NBFNet
0.563
MRR
· 2021-06-13
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction
Code
#10
A*Net
0.556
MRR
No paper
#11
ComplEx
0.551
MRR
· 2022-07-11
Start Small, Think Big: On Hyperparameter Optimization for Large-Scale Knowledge Graph Embeddings
Code
#12
HAKE
0.545
MRR
· 2019-11-21
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction
Code
#13
Rot-Pro
0.542
MRR
· 2021-10-27
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding
Code
#14
DensE
0.541
MRR
· 2020-08-11
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy
Code
#15
InteractE
0.541
MRR
· 2019-11-01
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions
Code
#16
DihEdral
0.472
MRR
· 2019-06-03
Relation Embedding with Dihedral Group in Knowledge Graph
#17
ConvE
SOTA
0.44
MRR
· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings
Code