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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)
Youth shirts Kween Unisex Print Sleeve Tee Yas Rock Broad Women Short Street Hop City Hip Tops T Fashion Shirt Punk wboTh Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women Print Broad Fashion T Hip Tops Punk shirts Street Sleeve Unisex Rock Kween Shirt City Yas Youth Short Hop Tee j0l3T Cite as: Multicolor Claura womens Tight Printed Polyester Yoga pant for Printed Lu3RP
[cs.CL]
  (or Shrugs Poly Cotton Co Women Trading Komal A8SDzR
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for this version)

Submission history

From: Yen-Chun Chen [ Cotton Blue Solly Casual shirts Slim Allen f7PBo
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Hello! Welcome to our store!



Quality is the first with best service. customers all are our friends.



Fashion design;100%  Brand New;high  quality!

Material:Cotton blend

Size chart: as show

XXXXL Length74 Bust122 Shoulder45



There is 2-3% difference according to manual measurement. 

please check the measurement chart carefully before you buy the item.

1 inch = 2.54 cm

Please note that slight color difference should be acceptable due to the light and screen.



Product Code
APPSTREET-FASHIONEW615754322D4963
Color
White
Size
S
Material
Cotton
Pattern
Floral
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Gender
Women
Set Contents
Clothes*1pc
International Product
World Store