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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)
Toy Jogger Drawstring Denim Blue Pants Faded World eZigzPtO Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or Coats RD Fashion Coat Casual Parka Winter Jacket Womens Warm S bgM0C7Eq
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for this version)

Submission history

From: Yen-Chun Chen [ Tee Letters Cotton Top Fashion Unisex Sleeve Printed Summer Short TShirt Couple vzTkUGepg
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Our Size(cm) Waist(cm) Hips(cm) Length(cm)
M 73 100 90
L 76 104 92
XL 79 108 93
2XL 83 112 93
3XL 86 118 94
4XL 89 124 94
5XL 93 130 95
Our Size(cm) Waist(cm)
S(28-29) 71-73.66
M(29-30) 73.66-76.2
L(30-31) 76.2-78.74
XL(31-32) 78.74-81.28
2XL(32-33) 81.28-83.18
3XL(33-34) 83.18-85.72
Product Details
Pant Length Long Pants
Fit Type Regular
Material Cotton;Jeans;Polyester
Wash Bleach
Waist Type Mid
Weight 0.750kg
Package Contents 1 x Jeans
With Belt No
Product Code
APPDRAWSTRING-FTOY-965368890EA9B8
Color
Blue
Size
34
Material
Cotton
Occasion
Casual
Rise
Mid Rise
Pattern
Washed
Fit
Regular
Gender
Men
Set Contents
1
International Product
World Store