Self-Supervised Detection of Contextual Synonyms in a Multi-Class Setting: Phenotype Annotation Use Case
31073Knowledge Triples
| Source Entity | Relationship | Target Entity |
|---|---|---|
|
Contextualized Word Embeddings
Material |
extracts |
Phenotype Information
OtherEntity |
|
SelfSupervisedPreTraining
Method |
achieves |
F1 Score
Metric |
|
SelfSupervisedPreTraining
Method |
achieves |
Recall
Metric |
|
SelfSupervisedPreTraining
Method |
appliesTo |
Clinical Text
Material |
|
SelfSupervisedPreTraining
Method |
detects |
Contextualized Word Embeddings
Material |
|
SelfSupervisedPreTraining
Method |
evaluatedIn |
ICU Benchmarks
Material |
|
SelfSupervisedPreTraining
Method |
outperforms |
BioBERT
Material |
|
SelfSupervisedPreTraining
Method |
outperforms |
ClinicalBERT
Material |