For which, based on the basic architecture of variational auto-encoder (VAE) (Kingma and Welling, 2013), CASE models a neural refiner to refine low-quality representations.
as shown in Figure 1d, CASE first encodes pseudoparallel sentences into shared space, e.g., (x,x).