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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)
Women Tshirt Only Casual wFxWnn Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Skin Bra Womens Sales Multiland Coverage Full Premium SSIfHYo
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Brand
ONLY
Product Code
APPONLY-WOMEN-CKAPS578490DAF52F5E
Color
White
Size
S
Material
Blended
Occasion
Casual
Pattern
Printed
Sleeve
Sleeveless
Neck Type
V-Neck
Fit
Regular
Gender
Women
Set Contents
1
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Ean Code
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5712836570996
Style Code
15110284-cloud Dancer