State-ofthe-art approaches are typically trained to generate summaries either in a fully end-to-end fashion (See et al., 2017) , processing the entire article at once; or hierarchically, first extracting content and then paraphrasing it sentence-by-sentence <cite>(Chen and Bansal, 2018)</cite> .