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ICEWS05-15
Link Prediction on ICEWS05-15
Metric: MRR (higher is better)
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Model name (A→Z)
#
Model
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MRR
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Extra Data
Paper
Date
↕
Code
1
SPA
0.713
No
Search to Pass Messages for Temporal Knowledge G...
2022-10-30
Code
2
TLT-KGE(Quaternion)
0.69
No
-
-
Code
3
TNTComplEx (x10)
0.67
No
Tensor Decompositions for temporal knowledge bas...
2020-04-10
Code
4
RotateQVS
0.633
No
RotateQVS: Representing Temporal Information as ...
2022-03-15
-
5
TimePlex
0.632
No
Temporal Knowledge Base Completion: New Algorith...
2020-05-02
Code
6
TNTComplEx
0.6
No
Tensor Decompositions for temporal knowledge bas...
2020-04-10
Code
7
TeRo-Large
0.534
No
RotateQVS: Representing Temporal Information as ...
2022-03-15
-
8
ATiSE
0.519
No
RotateQVS: Representing Temporal Information as ...
2022-03-15
-
9
DE-SimplE
0.513
No
RotateQVS: Representing Temporal Information as ...
2022-03-15
-
10
QuatE
0.482
No
RotateQVS: Representing Temporal Information as ...
2022-03-15
-
11
TA-DistMult
0.474
No
RotateQVS: Representing Temporal Information as ...
2022-03-15
-
12
DistMult
0.456
No
RotateQVS: Representing Temporal Information as ...
2022-03-15
-
13
HyTE
0.316
No
RotateQVS: Representing Temporal Information as ...
2022-03-15
-
14
RotatEYAGO3-10
0.304
No
RotateQVS: Representing Temporal Information as ...
2022-03-15
-
15
TransE
0.294
No
RotateQVS: Representing Temporal Information as ...
2022-03-15
-
16
TTransE
0.271
No
RotateQVS: Representing Temporal Information as ...
2022-03-15
-
#1
SPA
SOTA
0.713
MRR
· 2022-10-30
Search to Pass Messages for Temporal Knowledge Graph Completion
Code
#2
TLT-KGE(Quaternion)
0.69
MRR
No paper
Code
#3
TNTComplEx (x10)
SOTA
0.67
MRR
· 2020-04-10
Tensor Decompositions for temporal knowledge base completion
Code
#4
RotateQVS
0.633
MRR
· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#5
TimePlex
0.632
MRR
· 2020-05-02
Temporal Knowledge Base Completion: New Algorithms and Evaluation Protocols
Code
#6
TNTComplEx
0.6
MRR
· 2020-04-10
Tensor Decompositions for temporal knowledge base completion
Code
#7
TeRo-Large
0.534
MRR
· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#8
ATiSE
0.519
MRR
· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#9
DE-SimplE
0.513
MRR
· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#10
QuatE
0.482
MRR
· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#11
TA-DistMult
0.474
MRR
· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#12
DistMult
0.456
MRR
· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#13
HyTE
0.316
MRR
· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#14
RotatEYAGO3-10
0.304
MRR
· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#15
TransE
0.294
MRR
· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#16
TTransE
0.271
MRR
· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion