Before revision:  Our deep learning methods compromise of simple recurrent neural networks, long short term memory (LSTM) networks, bidirectional LSTM  , encoder-decoder LSTM networks, and convolutional neural networks.
After revision:  Our deep learning methods compromise of simple recurrent neural networks, long short-term memory (LSTM) networks, bidirectional LSTM , encoder-decoder LSTM networks, and convolutional neural networks.