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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Panel Faux Mesh Jacket Leather qk3GYOOuGh Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Mesh Leather Panel Jacket Faux dvL8iK Cite as: Women Jumper Long Pullover Sweater Sleeve S Loose Tops fGax1xQeQz
[cs.CL]
  (or Women Length Ankle Printed Graphic Leggings MOS 2Zh0y
[cs.CL]
for this version)

Submission history

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

Description

Cool faux leather jacket with front buttons;split joint craft;tight waist and short length highlights your slender figure and shows your capable feature. Wearing it with jeans and ;you are the trendsetter.



Shell: faux leather

Lining: polyester

Wipe clean

Our Size(cm) Fit US Size(cm) Bust(cm) Length(cm) Shoulder Width(cm) Sleeve Length(cm)
M 2 88 56 35 57
L 4 92 57 36 58
XL 6 96 58 37 59
2XL 8 100 59 38 60
US(cm) UK(cm) EU(cm) Bust(cm) Shoulder Width(cm) Waist(cm) Hips(cm)
2 6 34 82 37 64 88
4 8 36 86 38 68 92
6 10 38 90 39 72 96
8 12 40 94 40 76 100
10 14 42 98 41 80 104
Product Details
Clothes Type Jackets
Material Polyester;Faux Leather
Type Wide-waisted
Shirt Length Regular
Sleeve Length Full
Collar Stand-Up Collar
Pattern Type Patchwork
Style Fashion
Weight 0.7100kg
Package Contents 1 x Jacket
Product Code
APPFAUX-LEATHEREGRO7069008F858333
Sales Package
1 x Jacket
Color
Black
Size
M
Material
Polyester
Type
Sporty
Gender
Women
Product Dimension (In CM)
12x12x12
International Product
World Store