Research Article

Research on Named Entity Recognition Method of Metro On-Board Equipment Based on Multiheaded Self-Attention Mechanism and CNN-BiLSTM-CRF

Table 1

Parameter setting.

ParameterValue

Batch_size64
Learning rate8e − 4
Hidden layer dimension128
Epoch25
LSTM_dim128
cnn_size64
attention_heads8
kernel_size(3, 4, 5)
Activation functionRelu
Max_seq_len128
Dropout0.5
Loss functionCross entropy