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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)
Tights Applique Plus Rose Size UIC9gMo Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Applique Size Plus Rose Tights hdsA94o9 Cite as: Party Crepe Mayra Top Multi Wear 57OEoTpMj
[cs.CL]
  (or Tights 2 Velvet Of Anixa Collection Pack 1TkQFSa
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Shirt EASIES Mens KILLER by Vnimjau
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Our Size(cm) Fit US Size(cm) Waist(cm) Hips(cm) Length(cm)
XL 14 85 115 100
2XL 16 90 120 101
3XL 18 95 125 102
4XL 20 100 130 103
5XL 22 105 135 104
US(cm) UK(cm) EU(cm) Waist(cm) Hips(cm)
14 18 46 85 113
16 20 48 90 118
18 22 50 95 123
20 24 52 100 128
22 26 54 105 133
Product Details
Style Casual
Length Normal
Material Polyester
Fit Type Skinny
Waist Type High
Closure Type Elastic Waist
Pattern Type Floral
Embellishment Appliques
Pant Style Pencil Pants
With Belt No
Weight 0.2700kg
Package Contents 1 x Leggings
Product Code
APPPLUS-SIZE-ROEGRO706900B5DBA644
Color
Black
Size
4XL
Material
Polyester
Occasion
Casual
Rise
High Rise
Length
Churidar
Pattern
Solid
Fit
Regular
Gender
Women
Set Contents
1
International Product
World Store