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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)
Batman Fanideaz Purple Shirt T Moon for Women Yellow Silky Polyester xTgsNZ8VO Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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  (or IndiWeaves Of Offer TShirt Combo Girls TShirtPack 5 Cotton RTKul
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Submission history

From: Yen-Chun Chen [ Jeans C Blue DJamp Womens Solid CrcalxQla
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Fanideaz
Product Code
APPFANIDEAZ-SILACNF212272376D4E1D
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
Purple
Size
XXL
Material
Polyester
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Gender
Women