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Statistics-Based Summarization - Step One: Sentence Compression

by: Kevin Knight, Daniel Marcu
(2000), pp. 703-710.


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When humans produce summaries of documents, they do not simply extract sentences and concatenate them. Rather, they create new sentences that are grammatical, that cohere with one another, and that capture the most salient pieces of information in the original document. Given that large collections of text/abstract pairs are available online, it is now possible to envision algorithms that are trained to mimic this process. In this paper, we focus on sentence compression, a simpler...


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