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Link Prediction
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WN18
Link Prediction on WN18
Metric: Hits@1 (higher is better)
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#
Model
↕
Hits@1
▼
Extra Data
Paper
Date
↕
Code
1
Inverse Model
0.953
Yes
Convolutional 2D Knowledge Graph Embeddings
2017-07-05
Code
2
TuckER
0.949
No
TuckER: Tensor Factorization for Knowledge Graph...
2019-01-28
Code
3
LineaRE
0.947
No
LineaRE: Simple but Powerful Knowledge Graph Emb...
2020-04-21
Code
4
HypER
0.947
No
Hypernetwork Knowledge Graph Embeddings
2018-08-21
Code
5
ConvR
0.947
No
-
-
-
6
MEI (small)
0.946
No
Multi-Partition Embedding Interaction with Block...
2020-06-29
Code
7
MEI-BTD
0.946
No
Multi-Partition Embedding Interaction with Block...
2020-06-29
Code
8
QuatE
0.945
No
Quaternion Knowledge Graph Embeddings
2019-04-23
Code
9
DensE
0.945
No
DensE: An Enhanced Non-commutative Representatio...
2020-08-11
Code
10
QuatDE
0.944
No
QuatDE: Dynamic Quaternion Embedding for Knowled...
2021-05-19
Code
11
RotatE
0.944
No
RotatE: Knowledge Graph Embedding by Relational ...
2019-02-26
Code
12
SimplE
0.944
No
SimplE Embedding for Link Prediction in Knowledg...
2018-02-13
Code
13
pRotatE
0.942
No
RotatE: Knowledge Graph Embedding by Relational ...
2019-02-26
Code
14
ANALOGY
0.939
No
Analogical Inference for Multi-Relational Embedd...
2017-05-06
Code
15
SimplE
0.939
No
SimplE Embedding for Link Prediction in Knowledg...
2018-02-13
Code
16
ComplEx
0.936
No
Complex Embeddings for Simple Link Prediction
2016-06-20
Code
17
ConvE
0.935
No
Convolutional 2D Knowledge Graph Embeddings
2017-07-05
Code
18
Quaternion
0.931
No
Analyzing Knowledge Graph Embedding Methods from...
2019-03-27
Code
19
HHolE
0.931
No
Augmenting Compositional Models for Knowledge Ba...
2018-11-02
-
20
HolE
0.93
No
Holographic Embeddings of Knowledge Graphs
2015-10-16
Code
21
Gaifman
0.761
No
Discriminative Gaifman Models
2016-10-28
-
22
DistMult
0.728
No
Embedding Entities and Relations for Learning an...
2014-12-20
Code