Link Prediction on Wikidata5M

Metric: MRR (higher is better)

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#	Model↕	MRR▼	Extra Data	Paper	Date↕	Code
1	MoCoKGC	0.49	No	-	-	-
2	KGT5-context + Description	0.426	No	Friendly Neighbors: Contextualized Sequence-to-S...	2023-05-22	Code
3	KGT5 + Description	0.381	No	Friendly Neighbors: Contextualized Sequence-to-S...	2023-05-22	Code
4	KGT5-context	0.378	No	Friendly Neighbors: Contextualized Sequence-to-S...	2023-05-22	Code
5	SimKGC + Description	0.358	No	SimKGC: Simple Contrastive Knowledge Graph Compl...	2022-03-04	Code
6	KGT5 ComplEx Ensemble	0.336	No	Sequence-to-Sequence Knowledge Graph Completion ...	2022-03-19	Code
7	ComplEx	0.308	No	-	-	Code
8	KGT5	0.3	No	Sequence-to-Sequence Knowledge Graph Completion ...	2022-03-19	Code
9	SimplE	0.296	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
10	RotatE	0.29	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
11	ComplEx	0.281	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
12	TransE	0.253	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
13	DistMult	0.253	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code
14	KEPLER-Wiki-rel	0.21	No	KEPLER: A Unified Model for Knowledge Embedding ...	2019-11-13	Code

#1MoCoKGC
0.49
MRR
No paper
#2KGT5-context + DescriptionSOTA
0.426
MRR· 2023-05-22
Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction Code
#3KGT5 + Description
0.381
MRR· 2023-05-22
Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction Code
#4KGT5-context
0.378
MRR· 2023-05-22
Friendly Neighbors: Contextualized Sequence-to-Sequence Link Prediction Code
#5SimKGC + DescriptionSOTA
0.358
MRR· 2022-03-04
SimKGC: Simple Contrastive Knowledge Graph Completion with Pre-trained Language Models Code
#6KGT5 ComplEx Ensemble
0.336
MRR· 2022-03-19
Sequence-to-Sequence Knowledge Graph Completion and Question Answering Code
#7ComplEx
0.308
MRR
No paperCode
#8KGT5
0.3
MRR· 2022-03-19
Sequence-to-Sequence Knowledge Graph Completion and Question Answering Code
#9SimplESOTA
0.296
MRR· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#10RotatE
0.29
MRR· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#11ComplEx
0.281
MRR· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#12TransE
0.253
MRR· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#13DistMult
0.253
MRR· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code
#14KEPLER-Wiki-rel
0.21
MRR· 2019-11-13
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation Code