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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)
Black Klick2Style Top s Georgette Women omDbEb Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Machine Flying Cotton Print Graphic TShirt Women Jgw3ss
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Flaunt your fearless and fabulous side when wearing this top from Klick2Style. This top is designed as per the latest trends and fashioned using quality fabric.
Brand
Klick2Style
Product Code
APPKLICK2STYLE-SUKU2830613FE555EA
Color
Black
Size
L
Material
Georgette
Occasion
Casual
Pattern
Printed
Sleeve
Sleeveless
Neck Type
Mandarin
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
TOP2045Blk