ML Research Wiki / Benchmarks / Link Prediction / UMLS

UMLS

Link Prediction Benchmark

Performance Over Time

📊 Showing 9 results | 📏 Metric: Hits@10

Top Performing Models

Rank	Model	Paper	Hits@10	Date	Code
1	DistMult	Embedding Entities and Relations for Learning and Inference in Knowledge Bases	5.52	2014-12-20	📦 pyg-team/pytorch_geometric 📦 facebookresearch/PyTorch-BigGraph 📦 Accenture/AmpliGraph
2	ComplEx	Complex Embeddings for Simple Link Prediction	2.59	2016-06-20	📦 pyg-team/pytorch_geometric 📦 stellargraph/stellargraph 📦 Accenture/AmpliGraph
3	PALT	PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion	1.57	2022-10-25	📦 yuanyehome/palt
4	ConvE	Convolutional 2D Knowledge Graph Embeddings	1.51	2017-07-05	📦 TimDettmers/ConvE 📦 INK-USC/RE-Net 📦 thu-keg/eakit
5	StAR	Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion	1.49	2020-04-30	📦 wangbo9719/StAR_KGC
6	KG-BERT	KG-BERT: BERT for Knowledge Graph Completion	1.47	2019-09-07	📦 yao8839836/kg-bert 📦 gychant/CSKMTermDefn 📦 ManasRMohanty/DS5500-capstone
7	LASS	Joint Language Semantic and Structure Embedding for Knowledge Graph Completion	1.39	2022-09-19	📦 pkusjh/lass
8	KGLM	KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction	1.19	2022-11-04	📦 ibpa/kglm
9	LP-BERT	Multi-task Pre-training Language Model for Semantic Network Completion	1.18	2022-01-13	📦 763337092/LP-BERT

All Papers (9)

Embedding Entities and Relations for Learning and Inference in Knowledge Bases

2014

DistMult

pyg-team/pytorch_geometric facebookresearch/PyTorch-BigGraph

Complex Embeddings for Simple Link Prediction

2016

ComplEx

pyg-team/pytorch_geometric stellargraph/stellargraph

PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion

2022

PALT

yuanyehome/palt

Convolutional 2D Knowledge Graph Embeddings

2017

ConvE

TimDettmers/ConvE INK-USC/RE-Net

Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion

2020

StAR

wangbo9719/StAR_KGC

KG-BERT: BERT for Knowledge Graph Completion

2019

KG-BERT

yao8839836/kg-bert gychant/CSKMTermDefn ManasRMohanty/DS5500-capstone

Joint Language Semantic and Structure Embedding for Knowledge Graph Completion

2022

LASS

pkusjh/lass

KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction

2022

KGLM

ibpa/kglm

Multi-task Pre-training Language Model for Semantic Network Completion

2022

LP-BERT

763337092/LP-BERT

UMLS

Performance Over Time

Edit Benchmark Results

Edit Result

Top Performing Models

All Papers (9)

Embedding Entities and Relations for Learning and Inference in Knowledge Bases

Complex Embeddings for Simple Link Prediction

PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion

Convolutional 2D Knowledge Graph Embeddings

Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion

KG-BERT: BERT for Knowledge Graph Completion

Joint Language Semantic and Structure Embedding for Knowledge Graph Completion

KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction

Multi-task Pre-training Language Model for Semantic Network Completion

Model	Paper	Hits@10	Date
DistMult	Embedding Entities and Relations for Learning and…	5.52	2014-12-20
ComplEx	Complex Embeddings for Simple Link Prediction	2.59	2016-06-20
PALT	PALT: Parameter-Lite Transfer of Language Models …	1.57	2022-10-25
ConvE	Convolutional 2D Knowledge Graph Embeddings	1.51	2017-07-05
StAR	Structure-Augmented Text Representation Learning …	1.49	2020-04-30
KG-BERT	KG-BERT: BERT for Knowledge Graph Completion	1.47	2019-09-07
LASS	Joint Language Semantic and Structure Embedding f…	1.39	2022-09-19
KGLM	KGLM: Integrating Knowledge Graph Structure in La…	1.19	2022-11-04
LP-BERT	Multi-task Pre-training Language Model for Semant…	1.18	2022-01-13