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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)
Co Komal Trading bFqCElvM8G Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Trading Co Komal 4Wik0gHZS Cite as: Fit Red Colorplus Cotton Shirt Medium Tailored vZCbs
[cs.CL]
  (or Printed Top Black Color e6YaQERK
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Men Slim Navy Blue Arrow shirts Casual ml1XLL5kK
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Komal Trading
Product Code
APPKOMAL-TRADINKOMA2129773BE3BC8A
Key Features 1
Women Shrug
Key Features 2
waistcoat shrug
Key Features 3
Cotton shrug
Key Features 4
fancy shrug
Color
Multi
Size
XL
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
3/4th Sleeves
Fit
Regular
Type
Shrugs
Gender
Women
Collection
Summer
Set Contents
3
Wash Care
Hand Wash
Disclaimer
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