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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)
Scoop Sleeve Loose Print Long For Ethnic Jacket Fitting Women Neck L7ownT0 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Jacket Loose Long Print Ethnic Scoop Fitting For Neck Women Sleeve JJ1Ce Cite as: Tshirt Women Casual Elle mOKnZDo
[cs.CL]
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[cs.CL]
for this version)

Submission history

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

Description

  • Clothes Type:  Jackets 
  • Material:  Polyester 
  • Type:  Wide-waisted 
  • Clothing Length:  Regular 
  • Sleeve Length:  Full 
  • Collar:  Scoop Neck 
  • Pattern Type:  Print 
  • Embellishment:  Zippers 
  • Style:  Fashion 
  • Weight:  0.225 KG 
  • Package Contents:  1 x Jacket



Product Code
APPETHNIC-SCOOPBARG756562FD118B0E
Sales Package
1 x Jacket
Color
Multi
Size
M
Material
Polyester
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Gender
Women
International Product
World Store