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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)
Sweatshirt Coat Hoodie Womens S Fashion Zipper Jacket Hooded 14TyH Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Coat S Womens Hooded Sweatshirt Zipper Fashion Hoodie Jacket vjORUrr3g Cite as: Aline Button Suedettte Casual Women Faux Skirt Mini Closure mplHfstzS
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ By Tan Royalz Sandal Ajanta Classy Mens y0aZcqv0K
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Fashion Womens Hoodie Sweatshirt Hooded Coat Zipper Jacket

 NOTE: Please compare the detail sizes with yours before you buy!!! Use similar clothing to compare with the size.

Specifications:

  • Gender:Women

  • Material:Cotton blend

  • Clothing Length:Regular

  • Pattern Type:Solid

  • Sleeve Style:Regular

  • Style:Fashion

  • Closure Type:Zipper

  • Sleeve Length:Full

  • Package include:1PC Coat

Size Details:
Size:S Bust:88cm/34.6" Shoulder:38cm/14.9" Sleeve:58cm/22.8" Length:59cm/23.2"

 

Product Code
APPFASHION-WOMEYAAR61061943032E59
Color
Green
Size
S
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Gender
Women
International Product
World Store