Extractive summarization suffers from irrelevance, redundancy and incoherence. Existing work shows that abstractive rewriting for extractive summaries can improve the conciseness readability. These systems consider extracted as only input, which is relatively focused but lose important background knowledge. In this paper, we investigate contextualized rewriting, ingests entire original document...