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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)
Medium Parx Blue Blend Shirt Polyester Fit Slim YTMA1o8Fs Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Medium Blue Blend Polyester Fit Shirt Parx Slim iblZTEH7Z Cite as: Mid Wine Mens Rise Shirts Casual Retro Spykar fit 1oVfL2
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ 3 Air Combo Set by of Innersence Sports Pieces Imported Bra YJG9j
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Created for the refined;polished man;is this blue shirt from Parx that boasts of tiny circular motifs all over and a structured silhouette. While the semi cutaway collar and standard front placket lends it a sharp;classic look;the contrast taping on the inner placket and patch pocket adds in just the right element of style. This shirt can be teamed with a pair of black jeans and black sneakers to look your best.
Brand
Parx
Product Code
APPPARX-MEDIUM-RAYM6028247FCF5255
Color
White
Size
40
Material
Blended
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Set Contents
1
Wash Care
Machine Wash
Style Code
XMSS07078-B4