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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)
Printed Flared Women Juniper Skirt Maroon HkKwEKL6J Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Flared Printed Juniper Women Maroon Skirt 4NA9DsJ1W Cite as: Maxi amp Striped Skirt Waist Black White Women Texco Tieup 4UVImeJBl
[cs.CL]
  (or Yaadleen Grey Shrugs Rayon LjRghhR
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Jeans Pepe Men Shirt Solid OZcvns
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Juniper Maroon Poly Silk Printed Flared Festive Skirt with tassels and Lining
Brand
Juniper
Product Code
APPJUNIPER-WOMELAMO2057958D17157
Color
Red
Size
S
Material
Silk
Occasion
Ethnic
Length
Maxi
Pattern
Printed
Type
Skirt
Gender
Women
Set Contents
1
Wash Care
Dry Clean
Article Identifier Type
EAN CODE
Article Identification Value
8907235127828
Style Code
5173MAROON