While all the prior KWS neural networks are trained with cross entropy loss function, a max-pooling based loss function for training KWS model with long short-term memory (LSTM) is proposed in <cite>[8]</cite> , which achieves better accuracy than the DNNs and LSTMs trained with cross entropy loss.