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ResearchFormerly WizWand

Clinical Concept Extraction on Semeval Task 14 2015 (test)

0.8165Exact F1BERTlarge
0.7174920.7431960.76890.794604Feb 22, 2019
Updated 8mo ago

Evaluation results

MethodLinks
BERTlargePre-training Corpus=MIMIC2019.020.8165
Prior SOTA (Zhang et al., 2014)2019.020.813
BERTbasePre-training Corpus=MIMIC2019.020.8067
ELMoPre-training Corpus=MIMIC2019.020.8046
BioBERTPre-training Corpus=General2019.020.7997
BERTlargePre-training Corpus=General2019.020.7797
fastTextPre-training Corpus=MIMIC2019.020.7785
BERTbasePre-training Corpus=General2019.020.7757
GloVePre-training Corpus=MIMIC2019.020.7668
word2vecPre-training Corpus=MIMIC2019.020.7642
ELMoPre-training Corpus=General2019.020.7515
word2vecPre-training Corpus=General2019.020.7309
fastTextPre-training Corpus=General2019.020.7267
GloVePre-training Corpus=General2019.020.7213