In order to expose the decoder to the original sentence from the training corpus, we borrow ideas from back-translation (Lample et al., 2018a,b).
the model first generates a sequenceŷ based on the input text x and the target sentiment intensity value v y , and then reconstructs the source input x based onŷ and the source sentiment intensity value v x .