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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)
KILLER Men by s EASIES Shirt ThmqL Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Wear World Coat Wollen Winter Kritika For ZQV95PWn
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Material:Cotton;Color:Black;Pattern:Solid;Fit:Slim;Wash Care Instructions:Garment may be laundered through the use of hottest available water;detergent or soap;agitation;and a machine designed for this purpose.
Brand
Easies By Killer
Product Code
APPEASIES-BY-KIKKCL5293734E9031E3
Color
Black
Size
XL
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
EAN CODE
Article Identification Value
8907822892856
Style Code
K-85140 MAUVE E702UASFFSSC JTBK