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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)
Plain Sweatshirt Women Sutra s Campus ulpPzvzuDu Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women Campus Sweatshirt Plain s Sutra eZwSM Cite as: Blue Melange Top Globus ColdShoulder iFa0O
[cs.CL]
  (or Amadore Casual Womens Multicolor Chevron Top Short Sleeve subL38
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Bodycon Women Skirt Embroidery Classical Sheath Print Old MyfcA
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Wearing this Women's Sweatshirts from the House of Campus sutra and Its keep you warm in the Cool Season. This Hoody is made of Smooth Cotton;the cotton fabric of hoodie spells pure comfort and warmth. Fetch a casual and cool look for yourself by teaming it with a pair of jeans and sneakers
Brand
Campus Sutra
Product Code
APPCAMPUS-SUTRACAMP149E6CAF9E1
Color
Yellow
Size
S
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Type
Sweatshirts
Gender
Women
Hood
Others
Set Contents
1 Sweatshirt
Style
Others
Wash Care
Machine Wash
Style Code
AW17_HTRISPR_W_PLN_BLYE