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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)
Long s Zipper Sleeve Hoodie Betterlife Women QVT96W Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Long Betterlife s Hoodie Sleeve Women Zipper RnUqoVaH4C Cite as: arXiv:1805.11080 [cs.CL]
  (or Mactree Men Sandals Tan iRi5Y
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Sandals ColumbusAB6007BlackRed pYy58
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

  • 100% Brand New
  • Material: Cotton, Lint, Polyester
  • 5 Colors: Pink, Army Green, Wine Red, Gray, Black
  • Collar: Hooded
  • Sleeve: Long Sleeve
  • Style: Hoodie
  • Decor: Zipper, Pocket
  • Pattern: Solid
  • Occasion: Casual
  • Hooded long sleeve solid zipper hoodie.
  • Package Content: 1 x Women Hoodie
  • Size: There are 5 sizes (S/M/L/XL/XXL) available for the following listing. please allow 1-2cm differs due to manual measurement, thanks (All measurement in cm and please note 1cm=0.39inch)
Product Code
APPNEW-FASHION-BETT568095BE8B1B70
Color
Grey
Size
S
Material
Cotton
Occasion
Casual
Pattern
Striped
Sleeve
Full Sleeves
Gender
Women
International Product
World Store