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Table 4 “Dictionary transfer” 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
mp1 GlobalMaxPooling1D mb2 128  
md4 Dense mp1 3 Activation = sigmoid