(1) is impractical during training due to a lack of parallel data (x i , x i ).
alternatively, the original sentence x i should have high probability under the conditional distribution an auto-encoding reconstruc-tion loss could be formulated as: Note that we assume that the decoder D recovers x i 's original stylistic property as accurate as possible when given the style label l i .