This has led to several attempts to use GANs for text generation, with a generator using either a recurrent neural network (RNN) Guo et al., 2017;<cite> Press et al., 2017</cite>; Rajeswar et al., 2017) , or a Convolutional Neural Network (CNN) (Gulrajani et al., 2017; Rajeswar et al., 2017) .