By regarding the aspect sentiment polarity of the unlabeled data as the discrete latent variable, the model implicitly induces the sentiment polarity via the variational inference.
the representation of the lexical context is extracted by the encoder and the aspect-term sentiment polarity is inferred from the specific ATSA classifier.