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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)
Racerback Green and s Women Signature Black NkyNtI4Vsv Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Black Signature Women Green Racerback s and aDYAxfHvVE Cite as: Self for Sleeves Women London Zink Short Blouson Design Top WHhOY0sx7
[cs.CL]
  (or Skirt Leather Black color Knitted Solid Remanika womens D8mkEe3kh
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ ONeck Batwing Tops Casual Women Irregular Loose Blouse Sleeve TShirt ZZa5S4ztE
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Made using a unique Bamboo blend;Bamboo Tribe s Clothes are all about the fabric light;airy;sweat-wicking and works in all conditions;be it a run in the sun;a weekend trek;a lazy day at home or a day at work. With our no-chafe design using absolutely no tags on the inside of the T-shirt and flat-lock seams;this is THE most comfortable Top you will ever wear. We are certain that once you try one;you will be back for more.
Brand
Bamboo Tribe
Product Code
APPWOMEN-S-SIGNBAMB82695510A21DD
Color
Black
Size
M
Material
Blended
Occasion
Sports
Pattern
Solid
Neck Type
Round Neck
Fit
Regular
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Gentle Wash
Style Code
AWFR002N