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Abstract: Inspired by how humans summarize long documents, we propose an accurate and fast summarization model that first selects salient sentences and then rewrites them abstractively (i.e., compresses and paraphrases) to generate a concise overall summary. We use a novel sentence-level policy gradient method to bridge the non-differentiable computation between these two neural networks in a hierarchical way, while maintaining language fluency. Empirically, we achieve the new state-of-the-art on all metrics (including human evaluation) on the CNN/Daily Mail dataset, as well as significantly higher abstractiveness scores. Moreover, by first operating at the sentence-level and then the word-level, we enable parallel decoding of our neural generative model that results in substantially faster (10-20x) inference speed as well as 4x faster training convergence than previous long-paragraph encoder-decoder models. We also demonstrate the generalization of our model on the test-only DUC-2002 dataset, where we achieve higher scores than a state-of-the-art model.
Comments: ACL 2018 (17 pages)
Jacket Only Solid Women s Casuals irij3q Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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for this version)

Submission history

From: Yen-Chun Chen [ Leather 001 Rc3500 Black Red Formal Shoes Chief Mens TD0uaTq
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Brand
ONLY
Product Code
APPONLY-WOMEN-SKAPS5784907B7188D5
Wash Care
Wash dark color seperately
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Look
Simple
Print
Solids
Color
Blue
Size
XS
Material
Polyester
Occasion
Casual
Pattern
Printed
Sleeve
Sleeveless
Type
Summer Jackets
Gender
Women