Link Prediction on ICEWS14

Metric: MRR (higher is better)

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#	Model↕	MRR▼	Extra Data	Paper	Date↕	Code
1	SPA	0.658	No	Search to Pass Messages for Temporal Knowledge G...	2022-10-30	Code
2	TLT-KGE(Quaternion)	0.634	No	-	-	Code
3	TNTComplEx (x10)	0.62	No	Tensor Decompositions for temporal knowledge bas...	2020-04-10	Code
4	RotateQVS	0.591	No	RotateQVS: Representing Temporal Information as ...	2022-03-15	-
5	TimePlex	0.589	No	Temporal Knowledge Base Completion: New Algorith...	2020-05-02	Code
6	TNTComplEx	0.56	No	Tensor Decompositions for temporal knowledge bas...	2020-04-10	Code
7	ATiSE	0.55	No	RotateQVS: Representing Temporal Information as ...	2022-03-15	-
8	TeRo-Large	0.534	No	RotateQVS: Representing Temporal Information as ...	2022-03-15	-
9	DE-SimplE	0.526	No	RotateQVS: Representing Temporal Information as ...	2022-03-15	-
10	TA-DistMult	0.477	No	RotateQVS: Representing Temporal Information as ...	2022-03-15	-
11	QuatE	0.471	No	RotateQVS: Representing Temporal Information as ...	2022-03-15	-
12	DistMult	0.439	No	RotateQVS: Representing Temporal Information as ...	2022-03-15	-
13	RotatE	0.418	No	RotateQVS: Representing Temporal Information as ...	2022-03-15	-
14	HyTE	0.297	No	RotateQVS: Representing Temporal Information as ...	2022-03-15	-
15	TransE	0.28	No	RotateQVS: Representing Temporal Information as ...	2022-03-15	-
16	TTransE	0.255	No	RotateQVS: Representing Temporal Information as ...	2022-03-15	-

#1SPASOTA
0.658
MRR· 2022-10-30
Search to Pass Messages for Temporal Knowledge Graph Completion Code
#2TLT-KGE(Quaternion)
0.634
MRR
No paperCode
#3TNTComplEx (x10)SOTA
0.62
MRR· 2020-04-10
Tensor Decompositions for temporal knowledge base completion Code
#4RotateQVS
0.591
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#5TimePlex
0.589
MRR· 2020-05-02
Temporal Knowledge Base Completion: New Algorithms and Evaluation Protocols Code
#6TNTComplEx
0.56
MRR· 2020-04-10
Tensor Decompositions for temporal knowledge base completion Code
#7ATiSE
0.55
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#8TeRo-Large
0.534
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#9DE-SimplE
0.526
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#10TA-DistMult
0.477
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#11QuatE
0.471
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#12DistMult
0.439
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#13RotatE
0.418
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#14HyTE
0.297
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#15TransE
0.28
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#16TTransE
0.255
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion