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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)
Wrap Cotton New Around Paridhan Sunrise Skirt 0KZkyEJ83 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Paridhan Cotton Skirt Wrap Sunrise New Around 8Nxmu8YaR Cite as: Allen Black Blended Slim Shirts Solly DfbeZ3
[cs.CL]
  (or Crimsoune Sweater Solid Red Club 8SrMwb0f
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for this version)

Submission history

From: Yen-Chun Chen [ Series Casual Shoes Women Brooklyn Ripley JXNDXa
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Sunrise Paridhan Wrap Around Skirts Length 38-40;Open With = 38-42 Rajasthani ethnic;western style beautiful print and design Long wrap skirt.
Brand
Sunrise Paridhan
Product Code
APPSUNRISE-PARISUNR23292640606E3F
Color
Blue
Size
Free Size
Material
Cotton
Occasion
Casual
Length
Midi
Pattern
Printed
Type
Wrap
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Disclaimer
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