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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)
White Neck Chiffon V Hem Asymmetry Fashion Solid Women Sleeve Tops Half lPIqh Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or Kaftaan White Vaak Viscose SC6lJ5u5kf
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Shoes Columbus Gym Lifestyle Navy Orange Sports Mens Running KEVIN ATrDLSVe
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description



. Material: 100% Polyester Collar: V-Neck Sleeve: Half Sleeve Length: Regular Pattern: Solid Decoration: Back Button Season: Spring;Summer Closure Type: Pullover Occasion: Casual Garment Care: Washing max 40°C;Iron with press cloth;Do not tumble dry;Do not bleach. Women v-neck solid tops. Asymmetry hem design. Suit for casual wear. Package Content: 1 x Women Tops Our Model Information: Height 177cm;Bust 88cm;Waist 61cm;Hip 92cm Size: There are 4 sizes (S;M;L;XL) available for the following listing. please allow 1-2cm differs due to manual measurement;thanks (All measurement in cm and please note 1cm=0.3937inch)

Product Code
APPWOMEN-FASHIOBETT568095A12044F9
Color
White
Size
S
Material
Polyester
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Mandarin
Fit
Regular
Type
Tops
Set Contents
1 x Women Tops
International Product
World Store