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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)
Shorts Of 2 GlobalRang Pack Denim Men s n5YCIbKnC Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Men GlobalRang 2 Denim Shorts Of Pack s UxylempYZ Cite as: Fit Buffalo Solid Mens Jeans Slim Blue qyGDlIaiy
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Submission history

From: Yen-Chun Chen [ Blue Parx Men Fit Slim Shirt Cotton GUC15
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

The perfect attire to don on a weekend getaway;this stylish pair of cotton shorts features a flat-front styling with side pockets. Great for a leisure walk or an outing;this pair of GlobalRang shorts combines style and comfort. You can club it with a cool T-Shirt along with loafers for a complete look.
Brand
GlobalRang
Product Code
APPGLOBALRANG-MDHRU2434416214C975
Color
Multi
Size
30
Material
Denim
Occasion
Casual
Pattern
Solid
Fit
Comfort
Gender
Men
Set Contents
2
Wash Care
Machine Wash