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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)
Shirt Van Blue Heusen alwOz00YS Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirt Blue Heusen Van 9z0q4r0hkf Cite as: Owncraft Wool Coat Grey l4lbNG
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  (or Bazaar Jacket International Embroidered Zippered Sleeves Down CottonPadded Short Coat Long for Fashion Women Simple Hooded jg5sysg
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Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Redefine your corporate identity with this blue check shirt from Van Heusen. Crafted from cotton;this design is tailored for a comfort fit. Style this full sleeve shirt with navy trousers and monk-strap shoes to seal your look.
Brand
Van Heusen
Product Code
APPVAN-HEUSEN-BADIT50996A7EB511B
Color
White
Size
39
Material
Cotton
Pattern
Check
Neck Type
Spread Collar
Fit
Regular
Gender
Men
Wash Care
Machine Wash
Article Identifier Type
EAN CODE
Article Identification Value
8907747420806
Style Code
VHSF517M008458