Link Prediction on ICEWS05-15

Metric: MRR (higher is better)

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#	Model↕	MRR▼	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	-

#1SPASOTA
0.713
MRR· 2022-10-30
Search to Pass Messages for Temporal Knowledge Graph Completion Code
#2TLT-KGE(Quaternion)
0.69
MRR
No paperCode
#3TNTComplEx (x10)SOTA
0.67
MRR· 2020-04-10
Tensor Decompositions for temporal knowledge base completion Code
#4RotateQVS
0.633
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#5TimePlex
0.632
MRR· 2020-05-02
Temporal Knowledge Base Completion: New Algorithms and Evaluation Protocols Code
#6TNTComplEx
0.6
MRR· 2020-04-10
Tensor Decompositions for temporal knowledge base completion Code
#7TeRo-Large
0.534
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#8ATiSE
0.519
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#9DE-SimplE
0.513
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#10QuatE
0.482
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#11TA-DistMult
0.474
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#12DistMult
0.456
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#13HyTE
0.316
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#14RotatEYAGO3-10
0.304
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#15TransE
0.294
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion
#16TTransE
0.271
MRR· 2022-03-15
RotateQVS: Representing Temporal Information as Rotations in Quaternion Vector Space for Temporal Knowledge Graph Completion