Link Prediction on Wikidata5M

Metric: Hits@1 (higher is better)

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#	Model↕	Hits@1▼	Extra Data	Paper	Date↕	Code
1	MoCoKGC	0.435	No	-	-	-
2	KGT5-context + Description	0.406	No	Friendly Neighbors: Contextualized Sequence-to-S...	2023-05-22	Code
3	KGT5 + Description	0.357	No	Friendly Neighbors: Contextualized Sequence-to-S...	2023-05-22	Code
4	KGT5-context	0.35	No	Friendly Neighbors: Contextualized Sequence-to-S...	2023-05-22	Code
5	SimKGC + Description	0.313	No	SimKGC: Simple Contrastive Knowledge Graph Compl...	2022-03-04	Code
6	KGT5 ComplEx Ensemble	0.282	No	Sequence-to-Sequence Knowledge Graph Completion ...	2022-03-19	Code
7	KGT5	0.267	No	Sequence-to-Sequence Knowledge Graph Completion ...	2022-03-19	Code
8	ComplEx	0.255	No	-	-	Code
9	SimplE	0.252	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
10	RotatE	0.234	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
11	ComplEx	0.228	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
12	DistMult	0.208	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
13	KEPLER-Wiki-rel	0.173	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
14	TransE	0.17	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code

#1MoCoKGC
0.435
Hits@1
No paper
#2KGT5-context + DescriptionSOTA
0.406
Hits@1· 2023-05-22
Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction Code
#3KGT5 + Description
0.357
Hits@1· 2023-05-22
Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction Code
#4KGT5-context
0.35
Hits@1· 2023-05-22
Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction Code
#5SimKGC + DescriptionSOTA
0.313
Hits@1· 2022-03-04
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models Code
#6KGT5 ComplEx Ensemble
0.282
Hits@1· 2022-03-19
Sequence-to-Sequence Knowledge Graph Completion and Question Answering Code
#7KGT5
0.267
Hits@1· 2022-03-19
Sequence-to-Sequence Knowledge Graph Completion and Question Answering Code
#8ComplEx
0.255
Hits@1
No paperCode
#9SimplESOTA
0.252
Hits@1· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#10RotatE
0.234
Hits@1· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#11ComplEx
0.228
Hits@1· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#12DistMult
0.208
Hits@1· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#13KEPLER-Wiki-rel
0.173
Hits@1· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#14TransE
0.17
Hits@1· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code