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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)
Mens Fit Slim Mufti Blue Casual Shirts qJ72Da Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Beige Lues Mule Carlton Mens Shoes lWkqI84Y9
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A shirt that will go well with any type of casual outing is this blue shirt from Mufti. The left chest pocket in darker shade with brand detailing on it and the extended tab on the sleeves add more stylish appeal to this shirt. Featuring short sleeves and button placket;it will go well with denims and sneakers.
Brand
Mufti
Product Code
APPMUFTI-MENS-BSETU2010436E1FB4D5
Color
Blue
Size
M
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
Hand Wash
Style Code
MFS-8409-E