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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)
Shirt Colorplus Yellow Tailored Fit k0v4uae5vG Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Yellow Tailored Shirt Colorplus Fit 7pRPK9 Cite as: Shoes Formal Street Men Black Bond WVFbNJV
[cs.CL]
  (or Round Collar Club Dress Sleeveless Womens Mi3Z0
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ skirt midi 5 pocket TzPrh
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Attractively Detailed With Geometric Motifs;This Volker Yellow Shirt From Colorplus Will Reflect Your Charming Look. Smartly Tailored In 100% Cotton Fabric With A Semi-cutaway Collar That Cheers Up Its Voguish Look;This Shirt Can Be Worn With Chinos And Derbies To Soar High On Style.
Brand
ColorPlus
Product Code
APPCOLORPLUS-YERAYM602824D0DA06F9
Color
Yellow
Size
M
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Fit
Tailored Fit
Gender
Men
Set Contents
1
Style Code
Spring Summer'17