To solve this problem, several scholars try to use convolutional neural networks (CNNs) (Lecun et al., 1998) instead of RNNs in the field of NLP (Kim, 2014;Kalchbrenner et al., 2014;Gehring et al., 2017).
cNNs may not obtain the order information of the sequences, which is very important in NLP tasks.