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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)
Harajuku Hoodies Bone 3 s Skull Pullovers Print Fashion Women Turtleneck Sweatshirts Colors o8d8r Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or Shirt Formal yUCuoGRho
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for this version)

Submission history

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

Description

Type:Sweatshirt

Size: S-XXXL

Suit Crowd: Women

Package: Retail package*1pc 

Size  Chart  unit:cm

S length 66  chest 92 sleeve 60 shoulder 40

M length 68  chest 96 sleeve 61 shoulder 41

L length 70  chest 102 sleeve 62 shoulder 43

XL length 72  chest 110 sleeve 63 shoulder 44

XXL length 74  chest 118 sleeve 64 shoulder 46

XXXL length 76  chest 126 sleeve 65 shoulder 47

Note: 

Please compare above detailed size with your measurement before purchase.

Please allow 1-2cm differs due to manual measurement.

Due to the difference between different monitors%2C the picture may not reflect the actual color of the item. We guarantee the style is the same as shown in the pictures%2C but not the same performance on different bodies as on the model.

Product Code
APPFASHION-WOMEONEW615754C438C86B
Color
Grey
Size
L
Material
Cotton
Pattern
Floral
Sleeve
Full Sleeves
Fit
Regular
Gender
Women
Set Contents
Clothes*1pc
International Product
World Store