Wang and Lee (2018) train a generative adversarial network to encode references into a latent space and decode them in summaries using only unmatched documentsummary pairs.
in contrast with machine translation where monolingual data is plentiful and paired data scarce, summaries are paired with their respective documents when they exist, thus limiting the usefulness of such approaches.