Clinical Concept Extraction on Semeval Task 14 2015 (test)
0.8165Exact F1BERTlarge
Evaluation Results
| Method | Links | |
|---|---|---|
| BERTlargePre-training Corpus=MIMIC2019.02 | 0.8165 | |
| Prior SOTA (Zhang et al., 2014)2019.02 | 0.813 | |
| BERTbasePre-training Corpus=MIMIC2019.02 | 0.8067 | |
| ELMoPre-training Corpus=MIMIC2019.02 | 0.8046 | |
| BioBERTPre-training Corpus=General2019.02 | 0.7997 | |
| BERTlargePre-training Corpus=General2019.02 | 0.7797 | |
| fastTextPre-training Corpus=MIMIC2019.02 | 0.7785 | |
| BERTbasePre-training Corpus=General2019.02 | 0.7757 | |
| GloVePre-training Corpus=MIMIC2019.02 | 0.7668 | |
| word2vecPre-training Corpus=MIMIC2019.02 | 0.7642 | |
| ELMoPre-training Corpus=General2019.02 | 0.7515 | |
| word2vecPre-training Corpus=General2019.02 | 0.7309 | |
| fastTextPre-training Corpus=General2019.02 | 0.7267 | |
| GloVePre-training Corpus=General2019.02 | 0.7213 |