In the first stage, we train the proposed model with denoising auto-encoding, backtranslation and the local GANs, until no improvement is achieved on the development set.
we perform one batch of denoising autoencoding for the source and target languages, one batch of back-translation for the two languages, and another batch of local GAN for the two languages.