Edward Moroshko


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An Editorial Network for Enhanced Document Summarization
Edward Moroshko | Guy Feigenblat | Haggai Roitman | David Konopnicki
Proceedings of the 2nd Workshop on New Frontiers in Summarization

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.