%0 Conference Proceedings %T An Editorial Network for Enhanced Document Summarization %A Moroshko, Edward %A Feigenblat, Guy %A Roitman, Haggai %A Konopnicki, David %Y Wang, Lu %Y Cheung, Jackie Chi Kit %Y Carenini, Giuseppe %Y Liu, Fei %S Proceedings of the 2nd Workshop on New Frontiers in Summarization %D 2019 %8 November %I Association for Computational Linguistics %C Hong Kong, China %F moroshko-etal-2019-editorial %X We suggest a new idea of Editorial Network – a mixed extractive-abstractive summarization approach, which is applied as a post-processing step over a given sequence of extracted sentences. We further suggest an effective way for training the “editor” based on a novel soft-labeling approach. Using the CNN/DailyMail dataset we demonstrate the effectiveness of our approach compared to state-of-the-art extractive-only or abstractive-only baselines. %R 10.18653/v1/D19-5407 %U https://aclanthology.org/D19-5407 %U https://doi.org/10.18653/v1/D19-5407 %P 57-63