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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)
Fit Shirts Slim Cotton Sleeve Away Colorplus Full Cut Navy Checkered BGMYYr Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Slim Checkered Cut Full Fit Colorplus Away Shirts Cotton Navy Sleeve XR3KQ Cite as: Shirt Blue Kayadeals Casual Mens utOFY5wRKm
[cs.CL]
  (or Womens Mansicollections Shrug CkijIo
[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

Finished with a check pattern and chest pocket;this navy blue formal shirt from ColorPlus exhibits a splendid blend of understated class and modish appeal. This tailored-fit shirt will ensure a comfortable fit;courtesy its 100% cotton fabric. Complement this shirt with black trousers and dress shoes while heading to work. �?Check pattern �?100% cotton fabric �?Tailored fit �?Full sleeves �?Mitered cuffs �?Full button placket �?Slim collar �?Chest pocket
Brand
ColorPlus
Product Code
APPCOLORPLUS-CHRAYM60282464277D4D
Color
Blue
Size
L
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
EAN CODE
Article Identification Value
8907397923849
Style Code
CPSS06485-BE