Link Prediction on Wikidata5M

Metric: Hits@10 (higher is better)

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#	Model↕	Hits@10▼	Extra Data	Paper	Date↕	Code
1	MoCoKGC	0.591	No	-	-	-
2	KGT5-context + Description	0.46	No	Friendly Neighbors: Contextualized Sequence-to-S...	2023-05-22	Code
3	SimKGC + Description	0.441	No	SimKGC: Simple Contrastive Knowledge Graph Compl...	2022-03-04	Code
4	KGT5-context	0.427	No	Friendly Neighbors: Contextualized Sequence-to-S...	2023-05-22	Code
5	KGT5 ComplEx Ensemble	0.426	No	Sequence-to-Sequence Knowledge Graph Completion ...	2022-03-19	Code
6	KGT5 + Description	0.422	No	Friendly Neighbors: Contextualized Sequence-to-S...	2023-05-22	Code
7	ComplEx	0.398	No	-	-	Code
8	TransE	0.392	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
9	RotatE	0.39	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
10	SimplE	0.377	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
11	ComplEx	0.373	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
12	KGT5	0.365	No	Sequence-to-Sequence Knowledge Graph Completion ...	2022-03-19	Code
13	DistMult	0.334	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
14	KEPLER-Wiki-rel	0.277	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code

#1MoCoKGC
0.591
Hits@10
No paper
#2KGT5-context + DescriptionSOTA
0.46
Hits@10· 2023-05-22
Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction Code
#3SimKGC + DescriptionSOTA
0.441
Hits@10· 2022-03-04
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models Code
#4KGT5-context
0.427
Hits@10· 2023-05-22
Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction Code
#5KGT5 ComplEx Ensemble
0.426
Hits@10· 2022-03-19
Sequence-to-Sequence Knowledge Graph Completion and Question Answering Code
#6KGT5 + Description
0.422
Hits@10· 2023-05-22
Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction Code
#7ComplEx
0.398
Hits@10
No paperCode
#8TransESOTA
0.392
Hits@10· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#9RotatE
0.39
Hits@10· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#10SimplE
0.377
Hits@10· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#11ComplEx
0.373
Hits@10· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#12KGT5
0.365
Hits@10· 2022-03-19
Sequence-to-Sequence Knowledge Graph Completion and Question Answering Code
#13DistMult
0.334
Hits@10· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#14KEPLER-Wiki-rel
0.277
Hits@10· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code