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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)
XL s Filafil Slim Full Sleeve Affair Camel Men Formal Men Shirt s Fit u4MOCFkmk Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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for this version)

Submission history

From: Yen-Chun Chen [ Shirts Slim Mens Casual Navy Fit Spykar xufaPpDr
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Men's affair is the best choice for formal look ones you weare the shir you lool profession and very comfortableto use in summer season it made by Cotton P.C fabric wich is mixed fabric 95% cotton ratio;hand&machine wash both you can do and the shirt mesurment is : For Medium Size Chest 20 Inch;Arm Lenght 25 Inch and Shirt Lenght 28.50 Inch / Large Size Chest 21 Inch;Arm Lenght 25 Inch and Shirt Lenght 29 Inch / XL - Size Chest 22 Inch;Arm Lenght 25.50 Inch and Shirt Lenght 30 Inch And XXL - Size Chest 24 Inch;Arm Lenght 26 Inch and Shirt Lenght 31 Inch
Brand
MENSAFFAIR
Product Code
APPMEN-S-AFFAIRJYOT85383030D72CFC
Color
Cream
Size
XL
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Fit
Slim
Collar Type
Classic Collar
Set Contents
1
Wash Care
Hand Wash
Style Code
18