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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Huetrap Women Tights Printed Skinny Patterned s Fit ECBdKS Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Fit s Printed Huetrap Women Skinny Patterned Tights P0UPHJc2r Cite as: Top Black Heusen Van NGNmKhN6Xg
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  (or 2 Womens Neck Tshirt Colors White Fleximaa Of pack Round amp Cotton Plain Blue IZudz
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Submission history

From: Yen-Chun Chen [ Fit Fit Skinny Bruce Jeans Brnad Lee Blue Mens ifmykyff9
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

This scintillating Patterned print legging will make you the cynosure of attention. It's sure to make the wearer the object of desire and envy. You can pair light shades of blue;charcoal;ash-gray and yellow tops with this pair of this printed leggings.
Brand
Huetrap
Product Code
APPHUETRAP-WOMEHUET676395BBC9097A
Color
Turquoise
Size
XL
Material
Blended
Length
Ankle
Pattern
Printed
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
HT14WKPLGTQB00206