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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)
Women Typo Sherlock Shirt Fanideaz Red Silky for Polyester T Uwo3pg1vJ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ TShirt Combo IndiWeaves Of Girls 5 Offer Cotton TShirtPack Z016GSswH
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Fanideaz
Product Code
APPFANIDEAZ-SILACNF2122721310EF21
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
Red
Size
M
Material
Polyester
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Gender
Women