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SOTA
Link Prediction
Link Prediction On Umls
Link Prediction On Umls
Metrics
Hits@10
MR
Results
Performance results of various models on this benchmark
Columns
Model Name
Hits@10
MR
Paper Title
LP-BERT
1.000
1.18
Multi-task Pre-training Language Model for Semantic Network Completion
KGLM
0.995
1.19
KGLM: Integrating Knowledge Graph Structure in Language Models for Link Prediction
LASS
0.994
1.39
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion
StAR
0.991
1.49
Structure-Augmented Text Representation Learning for Efficient Knowledge Graph Completion
PALT
0.990
1.57
PALT: Parameter-Lite Transfer of Language Models for Knowledge Graph Completion
ConvE
0.990
1.51
Convolutional 2D Knowledge Graph Embeddings
KG-BERT
0.990
1.47
KG-BERT: BERT for Knowledge Graph Completion
TransE
0.989
1.84
Translating Embeddings for Modeling Multi-relational Data
ComplEx
0.967
2.59
Complex Embeddings for Simple Link Prediction
DistMult
0.846
5.52
Embedding Entities and Relations for Learning and Inference in Knowledge Bases
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Link Prediction On Umls | SOTA | HyperAI