Furthermore, recent sophisticated neural models for extractive summarization (Cheng and Lapata, 2016;Nallapati et al., 2017) basically require large-scale paired data (e.g., article-headline) to automatically label candidates, as manual annotation is very costly.
such paired data do not always exist for real applications, as in our task described in Section 1.