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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)
Chiffon Women Dress Klick2Style Black EfP6x9tiYm Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Pink Round Blend Neck Knif Snoby Cross Cotton Printed TShirt T6qwvlWxNT
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Stow away your old stuff as you wear this dress from the house of Klick2Style. This attractive dress is the flavour of the season and will give you a sassy look. This sexy dress can be best teamed with matching sandals and a clutch.
Brand
Klick2Style
Product Code
APPKLICK2STYLE-SUKU2830611A1CB8FB
Color
Multi
Size
XL
Material
Chiffon
Occasion
Casual
Length
Midi
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Round
Type
A-Line
Gender
Women
Set Contents
1
Wash Care
Gentle Wash
Style Code
DRS1006_Blk