Named Entity Recognition on i2b2 2014 (20% test)
96PrecisionBiLSTM with ELMo
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| BiLSTM with ELMoAlgorithm=BiLSTM, Embeddings=ELMo2020.05 | 96 | 97 | 97 | |
| CRF with dictionariesAlgorithm=CRF, Features=Dictionaries2020.05 | 92 | 97 | 95 | |
| BiLSTM with GLoVeAlgorithm=BiLSTM, Embeddings=GLoVe2020.05 | 92 | 92 | 92 | |
| CRF with lexical featuresAlgorithm=CRF, Features=Lexical2020.05 | 91 | 98 | 94 |