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. 2019 Jul 2;26(11):1297–1304. doi: 10.1093/jamia/ocz096

Table 4.

Performance of each label category with pretrained MIMIC models on i2b2 2010 task.

word2vec GloVe fastText ELMo BERTBASE BERTLARGE
PROBLEM 84.16 85.08 84.32 88.76 89.61 a 89.26
TEST 85.93 84.96 84.01 87.39 88.09 88.8 a
TREATMENT 83.14 84.73 83.89 86.98 88.3 89.14 a

i2b2: Informatics for Integrating Biology and the Bedside; MIMIC: Medical Information Mart for Intensive Care;

aThe best performing result in the respective task.