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References & Citations

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)
Love Matching Betterlife Couple Queen Pullover And King Couple Sweatshirt Black1 qZkww Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
And Queen Matching Love Couple Couple Betterlife Sweatshirt Black1 Pullover King fczTlrk0 Cite as: arXiv:1805.11080 [cs.CL]
  (or Shirt Formal Hangup Mens Checkered xsHKpBMwm
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Top Women Chimpaaanzee NIQMmb
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

  • Material: Polyester
  • Color: Black
  • Type: Sweatshirt
  • Style: Pullover
  • Season: Spring , Autumn
  • Collar: Round Collar
  • Sleeve Length: Long Sleeve
  • Clothing Length: Regular
  • Accent: Letter
  • Occasion: Casual
  • Package Content: 1 X Sweatshirt
  • Garment Care: Hand-wash and Machine washable
  • 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=0.39inch)
  • Due to different factories come into different SIZE standard, please refer your measurement from our Size Guide, not the tag comes with products. the color of the actual item may vary slightly from the above images, thanks for your understanding.


Product Code
APPCOUPLE-KING-BETT568095F9D7D6E0
Color
Black
Size
XL
Material
Polyester
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Gender
Women
International Product
World Store