Link Prediction on UMLS

Metric: MR (higher is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

Sort:

#	Model↕	MR▼	Extra Data	Paper	Date↕	Code
1	DistMult	5.52	No	Embedding Entities and Relations for Learning an...	2014-12-20	Code
2	ComplEx	2.59	No	Complex Embeddings for Simple Link Prediction	2016-06-20	Code
3	TransE	1.84	No	-	-	Code
4	PALT	1.57	No	PALT: Parameter-Lite Transfer of Language Models...	2022-10-25	Code
5	ConvE	1.51	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
6	StAR	1.49	No	Structure-Augmented Text Representation Learning...	2020-04-30	Code
7	KG-BERT	1.47	No	KG-BERT: BERT for Knowledge Graph Completion	2019-09-07	Code
8	LASS	1.39	No	Joint Language Semantic and Structure Embedding ...	2022-09-19	Code
9	KGLM	1.19	No	KGLM: Integrating Knowledge Graph Structure in L...	2022-11-04	Code
10	LP-BERT	1.18	No	Multi-task Pre-training Language Model for Seman...	2022-01-13	Code

#1DistMultSOTA
5.52
MR· 2014-12-20
Embedding Entities and Relations for Learning and Inference in Knowledge Bases Code
#2ComplEx
2.59
MR· 2016-06-20
Complex Embeddings for Simple Link Prediction Code
#3TransE
1.84
MR
No paperCode
#4PALT
1.57
MR· 2022-10-25
PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion Code
#5ConvE
1.51
MR· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#6StAR
1.49
MR· 2020-04-30
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion Code
#7KG-BERT
1.47
MR· 2019-09-07
KG-BERT: BERT for Knowledge Graph Completion Code
#8LASS
1.39
MR· 2022-09-19
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion Code
#9KGLM
1.19
MR· 2022-11-04
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction Code
#10LP-BERT
1.18
MR· 2022-01-13
Multi-task Pre-training Language Model for Semantic Network Completion Code