Table 2.
Layers in minimalist network
Layer | Type | Input(s) | No. of output neurons | Notes |
---|---|---|---|---|
ml1 | LSTM | mi1 | 128 | |
ml2 | LSTM | mi1 | 128 | Reversed |
mm1 | Concatenate | ml1, ml2 | Dropout of 0.5 | |
mb1 | Bidirectional LSTM | mm1 | 64 per direction, total 128 | Dropout of 0.5 |
mb2 | Bidirectional LSTM | mb1 | 64 per direction, total 128 | Dropout of 0.5 |
md1 | TimeDistributed(Dense) | mb2 | 5 | Activation = softmax |