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Table 2 Layers in minimalist network

From: Chemlistem: chemical named entity recognition using recurrent neural networks

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