Link Prediction on UMLS

Metric: Hits@10 (higher is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

Sort:

#	Model↕	Hits@10▼	Extra Data	Paper	Date↕	Code
1	LP-BERT	1	No	Multi-task Pre-training Language Model for Seman...	2022-01-13	Code
2	KGLM	0.995	No	KGLM: Integrating Knowledge Graph Structure in L...	2022-11-04	Code
3	LASS	0.994	No	Joint Language Semantic and Structure Embedding ...	2022-09-19	Code
4	StAR	0.991	No	Structure-Augmented Text Representation Learning...	2020-04-30	Code
5	KG-BERT	0.99	No	KG-BERT: BERT for Knowledge Graph Completion	2019-09-07	Code
6	ConvE	0.99	No	Convolutional 2D Knowledge Graph Embeddings	2017-07-05	Code
7	PALT	0.99	No	PALT: Parameter-Lite Transfer of Language Models...	2022-10-25	Code
8	TransE	0.989	No	-	-	Code
9	ComplEx	0.967	No	Complex Embeddings for Simple Link Prediction	2016-06-20	Code
10	DistMult	0.846	No	Embedding Entities and Relations for Learning an...	2014-12-20	Code

#1LP-BERTSOTA
1
Hits@10· 2022-01-13
Multi-task Pre-training Language Model for Semantic Network Completion Code
#2KGLM
0.995
Hits@10· 2022-11-04
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction Code
#3LASS
0.994
Hits@10· 2022-09-19
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion Code
#4StARSOTA
0.991
Hits@10· 2020-04-30
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion Code
#5KG-BERT
0.99
Hits@10· 2019-09-07
KG-BERT: BERT for Knowledge Graph Completion Code
#6ConvESOTA
0.99
Hits@10· 2017-07-05
Convolutional 2D Knowledge Graph Embeddings Code
#7PALT
0.99
Hits@10· 2022-10-25
PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion Code
#8TransE
0.989
Hits@10
No paperCode
#9ComplExSOTA
0.967
Hits@10· 2016-06-20
Complex Embeddings for Simple Link Prediction Code
#10DistMultSOTA
0.846
Hits@10· 2014-12-20
Embedding Entities and Relations for Learning and Inference in Knowledge Bases Code