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Link Prediction
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WN18RR
Link Prediction on WN18RR
Metric: MRR (higher is better)
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Model name (A→Z)
#
Model
↕
MRR
▼
Extra Data
Paper
Date
↕
Code
1
MoCoKGC
0.742
No
-
-
-
2
KERMIT
0.7
No
KERMIT: Knowledge Graph Completion of Enhanced R...
2023-09-26
Code
3
MoCoSA
0.696
No
MoCoSA: Momentum Contrast for Knowledge Graph Co...
2023-08-16
-
4
SimKGCIB(+PB+SN)
0.671
No
SimKGC: Simple Contrastive Knowledge Graph Compl...
2022-03-04
Code
5
LERP
0.622
No
Logical Entity Representation in Knowledge-Graph...
2023-05-22
Code
6
C-LMKE(bert-base)
0.619
No
Language Models as Knowledge Embeddings
2022-06-25
Code
7
NBFNet
0.551
No
Neural Bellman-Ford Networks: A General Graph Ne...
2021-06-13
Code
8
DaBR
0.51
No
Distance-Adaptive Quaternion Knowledge Graph Emb...
2024-12-05
Code
9
HittER
0.503
No
HittER: Hierarchical Transformers for Knowledge ...
2020-08-28
Code
10
SAFRAN (white box, rule based)
0.502
No
SAFRAN: An interpretable, rule-based link predic...
2021-09-16
Code
11
MLMLM
0.5017
No
MLMLM: Link Prediction with Mean Likelihood Mask...
2020-09-15
-
12
MEIM
0.499
No
MEIM: Multi-partition Embedding Interaction Beyo...
2022-09-30
Code
13
M3GM
0.4983
No
Predicting Semantic Relations using Global Graph...
2018-08-27
Code
14
RESCAL-DURA
0.498
No
Duality-Induced Regularizer for Tensor Factoriza...
2020-11-11
Code
15
HAKE
0.497
No
Learning Hierarchy-Aware Knowledge Graph Embeddi...
2019-11-21
Code
16
RotH
0.496
No
Low-Dimensional Hyperbolic Knowledge Graph Embed...
2020-05-01
Code
17
ConE
0.496
No
Modeling Heterogeneous Hierarchies with Relation...
2021-10-28
Code
18
Relphormer
0.495
No
Relphormer: Relational Graph Transformer for Kno...
2022-05-22
Code
19
LineaRE
0.495
No
LineaRE: Simple but Powerful Knowledge Graph Emb...
2020-04-21
Code
20
GC-OTE
0.491
No
Orthogonal Relation Transforms with Graph Contex...
2019-11-09
-
21
DensE
0.491
No
DensE: An Enhanced Non-commutative Representatio...
2020-08-11
Code
22
MetaSD
0.491
No
Self-Distillation with Meta Learning for Knowled...
2023-05-20
Code
23
SAttLE
0.491
No
Self-attention Presents Low-dimensional Knowledg...
2021-12-20
Code
24
NePTuNe
0.491
No
NePTuNe: Neural Powered Tucker Network for Knowl...
2021-04-15
Code
25
ComplEx-DURA
0.491
No
Duality-Induced Regularizer for Tensor Factoriza...
2020-11-11
Code
26
AutoSF
0.49
No
AutoSF: Searching Scoring Functions for Knowledg...
2019-04-26
Code
27
QuatDE
0.489
No
QuatDE: Dynamic Quaternion Embedding for Knowled...
2021-05-19
Code
28
QuatE
0.488
No
Quaternion Knowledge Graph Embeddings
2019-04-23
Code
29
ComplEx-N3-RP
0.488
No
Relation Prediction as an Auxiliary Training Obj...
2021-10-06
Code
30
DRUM (T=3)
0.486
No
DRUM: End-To-End Differentiable Rule Mining On K...
2019-10-31
Code
31
GFA-NN
0.486
No
-
-
Code
32
DihEdral
0.486
No
Relation Embedding with Dihedral Group in Knowle...
2019-06-03
-
33
SE-GNN (ours)
0.484
No
How Does Knowledge Graph Embedding Extrapolate t...
2021-09-24
Code
34
CoPER-ConvE
0.4833
No
-
-
Code
35
LP-BERT
0.482
No
Multi-task Pre-training Language Model for Seman...
2022-01-13
Code
36
MuRP
0.481
No
Multi-relational Poincaré Graph Embeddings
2019-05-23
Code
37
ComplEx (SCE w/ LS pretrained)
0.481
No
Unified Interpretation of Softmax Cross-Entropy ...
2021-06-14
Code
38
MEI
0.481
No
Multi-Partition Embedding Interaction with Block...
2020-06-29
Code
39
ComplEx-N3 (reciprocal)
0.48
No
Canonical Tensor Decomposition for Knowledge Bas...
2018-06-19
Code
40
ProbCBR
0.48
No
Probabilistic Case-based Reasoning for Open-Worl...
2020-10-07
Code
41
CompGCN
0.479
No
Composition-based Multi-Relational Graph Convolu...
2019-11-08
Code
42
CP-DURA
0.478
No
Duality-Induced Regularizer for Tensor Factoriza...
2020-11-11
Code
43
ComplEx (SCE w/ LS)
0.477
No
Unified Interpretation of Softmax Cross-Entropy ...
2021-06-14
Code
44
RotatE
0.476
No
RotatE: Knowledge Graph Embedding by Relational ...
2019-02-26
Code
45
ConvR
0.475
No
-
-
-
46
Structure-Aware Convolutional Networks
0.47
No
End-to-end Structure-Aware Convolutional Network...
2018-11-11
Code
47
TuckER
0.47
No
TuckER: Tensor Factorization for Knowledge Graph...
2019-01-28
Code
48
KGLM
0.467
No
KGLM: Integrating Knowledge Graph Structure in L...
2022-11-04
Code
49
GAAT
0.467
No
-
-
-
50
TransE
0.4659
No
-
-
Code
51
HypER
0.465
No
Hypernetwork Knowledge Graph Embeddings
2018-08-21
Code
52
InteractE
0.463
No
InteractE: Improving Convolution-based Knowledge...
2019-11-01
Code
53
pRotatE
0.462
No
RotatE: Knowledge Graph Embedding by Relational ...
2019-02-26
Code
54
MDE_adv
0.458
No
MDE: Multiple Distance Embeddings for Link Predi...
2019-05-25
Code
55
Rot-Pro
0.457
No
Rot-Pro: Modeling Transitivity by Projection in ...
2021-10-27
Code
56
RESCAL + Decom
0.457
No
Decompressing Knowledge Graph Representations fo...
2019-11-11
Code
57
DistMult (after variational EM)
0.455
No
Augmenting and Tuning Knowledge Graph Embeddings
2019-07-01
Code
58
KGRefiner
0.448
No
KGRefiner: Knowledge Graph Refinement for Improv...
2021-06-27
-
59
ComplEx NSCaching
0.4463
No
NSCaching: Simple and Efficient Negative Samplin...
2018-12-16
Code
60
KBGAT
0.44
No
Learning Attention-based Embeddings for Relation...
2019-06-04
Code
61
ComplEx
0.44
No
Complex Embeddings for Simple Link Prediction
2016-06-20
Code
62
M-Walk
0.437
No
M-Walk: Learning to Walk over Graphs using Monte...
2018-02-12
-
63
ConvE
0.43
No
Convolutional 2D Knowledge Graph Embeddings
2017-07-05
Code
64
DisMult
0.43
No
Embedding Entities and Relations for Learning an...
2014-12-20
Code
65
CapsE
0.415
No
A Capsule Network-based Embedding Model for Know...
2018-08-13
Code
66
RotatE + GreenKGC (Ours)
0.411
No
GreenKGC: A Lightweight Knowledge Graph Completi...
2022-08-19
Code
67
StAR(Self-Adp)
0.401
No
Structure-Augmented Text Representation Learning...
2020-04-30
Code
68
Inverse Model
0.35
No
Convolutional 2D Knowledge Graph Embeddings
2017-07-05
Code
69
TransE + GreenKGC (Ours)
0.342
No
GreenKGC: A Lightweight Knowledge Graph Completi...
2022-08-19
Code
70
ConvKB
0.248
No
A Novel Embedding Model for Knowledge Base Compl...
2017-12-06
Code
71
KBGAN (TransD + ComplEx)
0.215
No
KBGAN: Adversarial Learning for Knowledge Graph ...
2017-11-11
Code
#1
MoCoKGC
0.742
MRR
No paper
#2
KERMIT
SOTA
0.7
MRR
· 2023-09-26
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse Transformation
Code
#3
MoCoSA
SOTA
0.696
MRR
· 2023-08-16
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models
#4
SimKGCIB(+PB+SN)
SOTA
0.671
MRR
· 2022-03-04
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models
Code
#5
LERP
0.622
MRR
· 2023-05-22
Logical Entity Representation in Knowledge-Graphs for Differentiable Rule Learning
Code
#6
C-LMKE(bert-base)
0.619
MRR
· 2022-06-25
Language Models as Knowledge Embeddings
Code
#7
NBFNet
SOTA
0.551
MRR
· 2021-06-13
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction
Code
#8
DaBR
0.51
MRR
· 2024-12-05
Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation
Code
#9
HittER
SOTA
0.503
MRR
· 2020-08-28
HittER: Hierarchical Transformers for Knowledge Graph Embeddings
Code
#10
SAFRAN (white box, rule based)
0.502
MRR
· 2021-09-16
SAFRAN: An interpretable, rule-based link prediction method outperforming embedding models
Code
#11
MLMLM
0.5017
MRR
· 2020-09-15
MLMLM: Link Prediction with Mean Likelihood Masked Language Model
#12
MEIM
0.499
MRR
· 2022-09-30
MEIM: Multi-partition Embedding Interaction Beyond Block Term Format for Efficient and Expressive Link Prediction
Code
#13
M3GM
SOTA
0.4983
MRR
· 2018-08-27
Predicting Semantic Relations using Global Graph Properties
Code
#14
RESCAL-DURA
0.498
MRR
· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion
Code
#15
HAKE
0.497
MRR
· 2019-11-21
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link Prediction
Code
#16
RotH
0.496
MRR
· 2020-05-01
Low-Dimensional Hyperbolic Knowledge Graph Embeddings
Code
#17
ConE
0.496
MRR
· 2021-10-28
Modeling Heterogeneous Hierarchies with Relation-specific Hyperbolic Cones
Code
#18
Relphormer
0.495
MRR
· 2022-05-22
Relphormer: Relational Graph Transformer for Knowledge Graph Representations
Code
#19
LineaRE
0.495
MRR
· 2020-04-21
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction
Code
#20
GC-OTE
0.491
MRR
· 2019-11-09
Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding
#21
DensE
0.491
MRR
· 2020-08-11
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy
Code
#22
MetaSD
0.491
MRR
· 2023-05-20
Self-Distillation with Meta Learning for Knowledge Graph Completion
Code
#23
SAttLE
0.491
MRR
· 2021-12-20
Self-attention Presents Low-dimensional Knowledge Graph Embeddings for Link Prediction
Code
#24
NePTuNe
0.491
MRR
· 2021-04-15
NePTuNe: Neural Powered Tucker Network for Knowledge Graph Completion
Code
#25
ComplEx-DURA
0.491
MRR
· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion
Code
#26
AutoSF
0.49
MRR
· 2019-04-26
AutoSF: Searching Scoring Functions for Knowledge Graph Embedding
Code
#27
QuatDE
0.489
MRR
· 2021-05-19
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion
Code
#28
QuatE
0.488
MRR
· 2019-04-23
Quaternion Knowledge Graph Embeddings
Code
#29
ComplEx-N3-RP
0.488
MRR
· 2021-10-06
Relation Prediction as an Auxiliary Training Objective for Improving Multi-Relational Graph Representations
Code
#30
DRUM (T=3)
0.486
MRR
· 2019-10-31
DRUM: End-To-End Differentiable Rule Mining On Knowledge Graphs
Code
#31
GFA-NN
0.486
MRR
No paper
Code
#32
DihEdral
0.486
MRR
· 2019-06-03
Relation Embedding with Dihedral Group in Knowledge Graph
#33
SE-GNN (ours)
0.484
MRR
· 2021-09-24
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View
Code
#34
CoPER-ConvE
0.4833
MRR
No paper
Code
#35
LP-BERT
0.482
MRR
· 2022-01-13
Multi-task Pre-training Language Model for Semantic Network Completion
Code
#36
MuRP
0.481
MRR
· 2019-05-23
Multi-relational Poincaré Graph Embeddings
Code
#37
ComplEx (SCE w/ LS pretrained)
0.481
MRR
· 2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding
Code
#38
MEI
0.481
MRR
· 2020-06-29
Multi-Partition Embedding Interaction with Block Term Format for Knowledge Graph Completion
Code
#39
ComplEx-N3 (reciprocal)
SOTA
0.48
MRR
· 2018-06-19
Canonical Tensor Decomposition for Knowledge Base Completion
Code
#40
ProbCBR
0.48
MRR
· 2020-10-07
Probabilistic Case-based Reasoning for Open-World Knowledge Graph Completion
Code
#41
CompGCN
0.479
MRR
· 2019-11-08
Composition-based Multi-Relational Graph Convolutional Networks
Code
#42
CP-DURA
0.478
MRR
· 2020-11-11
Duality-Induced Regularizer for Tensor Factorization Based Knowledge Graph Completion
Code
#43
ComplEx (SCE w/ LS)
0.477
MRR
· 2021-06-14
Unified Interpretation of Softmax Cross-Entropy and Negative Sampling: With Case Study for Knowledge Graph Embedding
Code
#44
RotatE
0.476
MRR
· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space
Code
#45
ConvR
0.475
MRR
No paper
#46
Structure-Aware Convolutional Networks
0.47
MRR
· 2018-11-11
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion
Code
#47
TuckER
0.47
MRR
· 2019-01-28
TuckER: Tensor Factorization for Knowledge Graph Completion
Code
#48
KGLM
0.467
MRR
· 2022-11-04
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction
Code
#49
GAAT
0.467
MRR
No paper
#50
TransE
0.4659
MRR
No paper
Code
#51
HypER
0.465
MRR
· 2018-08-21
Hypernetwork Knowledge Graph Embeddings
Code
#52
InteractE
0.463
MRR
· 2019-11-01
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions
Code
#53
pRotatE
0.462
MRR
· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space
Code
#54
MDE_adv
0.458
MRR
· 2019-05-25
MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs
Code
#55
Rot-Pro
0.457
MRR
· 2021-10-27
Rot-Pro: Modeling Transitivity by Projection in Knowledge Graph Embedding
Code
#56
RESCAL + Decom
0.457
MRR
· 2019-11-11
Decompressing Knowledge Graph Representations for Link Prediction
Code
#57
DistMult (after variational EM)
0.455
MRR
· 2019-07-01
Augmenting and Tuning Knowledge Graph Embeddings
Code
#58
KGRefiner
0.448
MRR
· 2021-06-27
KGRefiner: Knowledge Graph Refinement for Improving Accuracy of Translational Link Prediction Methods
#59
ComplEx NSCaching
0.4463
MRR
· 2018-12-16
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding
Code
#60
KBGAT
0.44
MRR
· 2019-06-04
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs
Code
#61
ComplEx
SOTA
0.44
MRR
· 2016-06-20
Complex Embeddings for Simple Link Prediction
Code
#62
M-Walk
0.437
MRR
· 2018-02-12
M-Walk: Learning to Walk over Graphs using Monte Carlo Tree Search
#63
ConvE
0.43
MRR
· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings
Code
#64
DisMult
SOTA
0.43
MRR
· 2014-12-20
Embedding Entities and Relations for Learning and Inference in Knowledge Bases
Code
#65
CapsE
0.415
MRR
· 2018-08-13
A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search Personalization
Code
#66
RotatE + GreenKGC (Ours)
0.411
MRR
· 2022-08-19
GreenKGC: A Lightweight Knowledge Graph Completion Method
Code
#67
StAR(Self-Adp)
0.401
MRR
· 2020-04-30
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion
Code
#68
Inverse Model
0.35
MRR
· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings
Code
#69
TransE + GreenKGC (Ours)
0.342
MRR
· 2022-08-19
GreenKGC: A Lightweight Knowledge Graph Completion Method
Code
#70
ConvKB
0.248
MRR
· 2017-12-06
A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network
Code
#71
KBGAN (TransD + ComplEx)
0.215
MRR
· 2017-11-11
KBGAN: Adversarial Learning for Knowledge Graph Embeddings
Code