Link Prediction on Wikidata5M

Metric: Hits@3 (higher is better)

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#	Model↕	Hits@3▼	Extra Data	Paper	Date↕	Code
1	MoCoKGC	0.517	No	-	-	-
2	KGT5-context + Description	0.44	No	Friendly Neighbors: Contextualized Sequence-to-S...	2023-05-22	Code
3	KGT5 + Description	0.397	No	Friendly Neighbors: Contextualized Sequence-to-S...	2023-05-22	Code
4	KGT5-context	0.396	No	Friendly Neighbors: Contextualized Sequence-to-S...	2023-05-22	Code
5	SimKGC + Description	0.376	No	SimKGC: Simple Contrastive Knowledge Graph Compl...	2022-03-04	Code
6	KGT5 ComplEx Ensemble	0.362	No	Sequence-to-Sequence Knowledge Graph Completion ...	2022-03-19	Code
7	RotatE	0.322	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
8	KGT5	0.318	No	Sequence-to-Sequence Knowledge Graph Completion ...	2022-03-19	Code
9	SimplE	0.317	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
10	TransE	0.311	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
11	ComplEx	0.31	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
12	DistMult	0.278	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
13	KEPLER-Wiki-rel	0.224	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code

#1MoCoKGC
0.517
Hits@3
No paper
#2KGT5-context + DescriptionSOTA
0.44
Hits@3· 2023-05-22
Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction Code
#3KGT5 + Description
0.397
Hits@3· 2023-05-22
Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction Code
#4KGT5-context
0.396
Hits@3· 2023-05-22
Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction Code
#5SimKGC + DescriptionSOTA
0.376
Hits@3· 2022-03-04
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models Code
#6KGT5 ComplEx Ensemble
0.362
Hits@3· 2022-03-19
Sequence-to-Sequence Knowledge Graph Completion and Question Answering Code
#7RotatESOTA
0.322
Hits@3· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#8KGT5
0.318
Hits@3· 2022-03-19
Sequence-to-Sequence Knowledge Graph Completion and Question Answering Code
#9SimplE
0.317
Hits@3· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#10TransE
0.311
Hits@3· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#11ComplEx
0.31
Hits@3· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#12DistMult
0.278
Hits@3· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#13KEPLER-Wiki-rel
0.224
Hits@3· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code