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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)
Fanideaz Silky for Plain Women Polyester Shirt T Black Dy2k05wLS3 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Black Fanideaz for Women Shirt T Polyester Silky Plain N1gt6 Cite as: Front Texco Skirt Orange Slit Coral EakFwRaVA
[cs.CL]
  (or Giza Full Cotton Egyptian Sleeve Size White 44 Ply Balista 2 Shirt kItG2w
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for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Fanideaz
Product Code
APPFANIDEAZ-SILACNF21227231CDD1C0
Disclaimer
Product Color May Slightly Vary Due To Photographic Lighting Sources Or Your Monitor Settings
Wash Care
Wash Before You Use,Do Not Dry Clean,Do Not Iron on Print,Do Not Bleach,Wash Below 35 Degree Celsius,Use Mild Detergents Only.
Color
Black
Size
M
Material
Polyester
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Gender
Women