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Link Prediction
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WN18RR
Link Prediction on WN18RR
Metric: MR (higher is better)
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MR (worst first)
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Date (oldest first)
Model name (A→Z)
#
Model
↕
MR
▼
Extra Data
Paper
Date
↕
Code
1
Inverse Model
13526
No
Convolutional 2D Knowledge Graph Embeddings
2017-07-05
Code
2
HypER
5796
No
Hypernetwork Knowledge Graph Embeddings
2018-08-21
Code
3
ComplEx NSCaching
5365
No
NSCaching: Simple and Efficient Negative Samplin...
2018-12-16
Code
4
InteractE
5202
No
InteractE: Improving Convolution-based Knowledge...
2019-11-01
Code
5
CompGCN
3533
No
Composition-based Multi-Relational Graph Convolu...
2019-11-08
Code
6
GFA-NN
3390
No
-
-
Code
7
RotatE
3340
No
RotatE: Knowledge Graph Embedding by Relational ...
2019-02-26
Code
8
MDE_adv
3219
No
MDE: Multiple Distance Embeddings for Link Predi...
2019-05-25
Code
9
SE-GNN (ours)
3211
No
How Does Knowledge Graph Embedding Extrapolate t...
2021-09-24
Code
10
DensE
3052
No
DensE: An Enhanced Non-commutative Representatio...
2020-08-11
Code
11
pRotatE
2923
No
RotatE: Knowledge Graph Embedding by Relational ...
2019-02-26
Code
12
GC-OTE
2715
No
Orthogonal Relation Transforms with Graph Contex...
2019-11-09
-
13
ConvKB
2554
No
A Novel Embedding Model for Knowledge Base Compl...
2017-12-06
Code
14
QuatE
2314
No
Quaternion Knowledge Graph Embeddings
2019-04-23
Code
15
QuatDE
1977
No
QuatDE: Dynamic Quaternion Embedding for Knowled...
2021-05-19
Code
16
KBGAT
1940
No
Learning Attention-based Embeddings for Relation...
2019-06-04
Code
17
LineaRE
1644
No
LineaRE: Simple but Powerful Knowledge Graph Emb...
2020-04-21
Code
18
MLMLM
1603
No
MLMLM: Link Prediction with Mean Likelihood Mask...
2020-09-15
-
19
GAAT
1270
No
-
-
-
20
DaBR
899
No
Distance-Adaptive Quaternion Knowledge Graph Emb...
2024-12-05
Code
21
CapsE
719
No
A Capsule Network-based Embedding Model for Know...
2018-08-13
Code
22
KGRefiner
683
No
KGRefiner: Knowledge Graph Refinement for Improv...
2021-06-27
-
23
NBFNet
636
No
Neural Bellman-Ford Networks: A General Graph Ne...
2021-06-13
Code
24
KG-BERT
97
No
KG-BERT: BERT for Knowledge Graph Completion
2019-09-07
Code
25
LP-BERT
92
No
Multi-task Pre-training Language Model for Seman...
2022-01-13
Code
26
C-LMKE(bert-base)
79
No
Language Models as Knowledge Embeddings
2022-06-25
Code
27
PALT
61
No
PALT: Parameter-Lite Transfer of Language Models...
2022-10-25
Code
28
StAR(Self-Adp)
51
No
Structure-Augmented Text Representation Learning...
2020-04-30
Code
29
KGLM
40.18
No
KGLM: Integrating Knowledge Graph Structure in L...
2022-11-04
Code
30
LASS
35
No
Joint Language Semantic and Structure Embedding ...
2022-09-19
Code
#1
Inverse Model
SOTA
13526
MR
· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings
Code
#2
HypER
5796
MR
· 2018-08-21
Hypernetwork Knowledge Graph Embeddings
Code
#3
ComplEx NSCaching
5365
MR
· 2018-12-16
NSCaching: Simple and Efficient Negative Sampling for Knowledge Graph Embedding
Code
#4
InteractE
5202
MR
· 2019-11-01
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature Interactions
Code
#5
CompGCN
3533
MR
· 2019-11-08
Composition-based Multi-Relational Graph Convolutional Networks
Code
#6
GFA-NN
3390
MR
No paper
Code
#7
RotatE
3340
MR
· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space
Code
#8
MDE_adv
3219
MR
· 2019-05-25
MDE: Multiple Distance Embeddings for Link Prediction in Knowledge Graphs
Code
#9
SE-GNN (ours)
3211
MR
· 2021-09-24
How Does Knowledge Graph Embedding Extrapolate to Unseen Data: A Semantic Evidence View
Code
#10
DensE
3052
MR
· 2020-08-11
DensE: An Enhanced Non-commutative Representation for Knowledge Graph Embedding with Adaptive Semantic Hierarchy
Code
#11
pRotatE
2923
MR
· 2019-02-26
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex Space
Code
#12
GC-OTE
2715
MR
· 2019-11-09
Orthogonal Relation Transforms with Graph Context Modeling for Knowledge Graph Embedding
#13
ConvKB
2554
MR
· 2017-12-06
A Novel Embedding Model for Knowledge Base Completion Based on Convolutional Neural Network
Code
#14
QuatE
2314
MR
· 2019-04-23
Quaternion Knowledge Graph Embeddings
Code
#15
QuatDE
1977
MR
· 2021-05-19
QuatDE: Dynamic Quaternion Embedding for Knowledge Graph Completion
Code
#16
KBGAT
1940
MR
· 2019-06-04
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs
Code
#17
LineaRE
1644
MR
· 2020-04-21
LineaRE: Simple but Powerful Knowledge Graph Embedding for Link Prediction
Code
#18
MLMLM
1603
MR
· 2020-09-15
MLMLM: Link Prediction with Mean Likelihood Masked Language Model
#19
GAAT
1270
MR
No paper
#20
DaBR
899
MR
· 2024-12-05
Distance-Adaptive Quaternion Knowledge Graph Embedding with Bidirectional Rotation
Code
#21
CapsE
719
MR
· 2018-08-13
A Capsule Network-based Embedding Model for Knowledge Graph Completion and Search Personalization
Code
#22
KGRefiner
683
MR
· 2021-06-27
KGRefiner: Knowledge Graph Refinement for Improving Accuracy of Translational Link Prediction Methods
#23
NBFNet
636
MR
· 2021-06-13
Neural Bellman-Ford Networks: A General Graph Neural Network Framework for Link Prediction
Code
#24
KG-BERT
97
MR
· 2019-09-07
KG-BERT: BERT for Knowledge Graph Completion
Code
#25
LP-BERT
92
MR
· 2022-01-13
Multi-task Pre-training Language Model for Semantic Network Completion
Code
#26
C-LMKE(bert-base)
79
MR
· 2022-06-25
Language Models as Knowledge Embeddings
Code
#27
PALT
61
MR
· 2022-10-25
PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion
Code
#28
StAR(Self-Adp)
51
MR
· 2020-04-30
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion
Code
#29
KGLM
40.18
MR
· 2022-11-04
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction
Code
#30
LASS
35
MR
· 2022-09-19
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion
Code