Table 3 Hyperparameters chosen for all our experiments
From: Entity recognition from clinical texts via recurrent neural network
Hyperparameter | 2010/2012/2014 |
|---|---|
Dimension of token-level word representation | 50 |
Dimension of character representation | 25 |
Character-level LSTM size | 25 |
Character-level CNN filter size | 3 |
Character-level CNN filter number | 25 |
Token-level LSTM size | 100 |
Dropout probability | 0.5 |
Learning rate | 0.005 |
Gradient clipping | 5.0 |
Training epochs | 50/30/55 |