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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)
Formal London Canary Shirt Regular Blue Pink Fit Checkered iSkw0Pb Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Pink Blue Canary Fit Regular Formal Checkered Shirt London n08URbXiwa Cite as: DLX152 BoutiqueTopM Pink Cotton S4aoAgpQt
[cs.CL]
  (or Womens Coat Long Long Lapel Edition Sleeve Stylish DoubleBreasted 7WpKTTVCEN
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ CHECKERED FIGO 2XL YELLOW EL amp SIZES S COTTON GREY FULL MENs SHIRT SLEEVE JcniJuo
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Show off a perfect combination of style and unmatched innovation as you wear this Formal shirt from the house of Canary London. This shirt will be a delight for your skin as it is fashioned using quality For the urban man of a metropolitan;this regular fit shirt is something that will highlight the sculpted torso when paired with chinos and loafers.
Brand
CANARY LONDON
Product Code
APPCANARY-LONDOCANA215031190DC76
Color
Pink
Size
XL
Material
Cotton
Pattern
Check
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Spread Collar
Set Contents
1
Wash Care
Machine Wash
Style Code
CLFS_2009_1_PINK_BLUE_XL