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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)
Blue Waist Gradely Ice Silky Men Carbon Jeans Blue Mid Denim 5bRMW 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 [ New Cotton Long Lycra Hardys Shrug 8vEXlnhO4U
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Passionately selected and quality certified;this fashionable jeans is brought to you from the apparel collection of Govil's. This pair of high quality;slim fit jeans for Men is made from Silky denim material. You can club it up with a t-shirt and a pair of shoes and sport a great look. Have a peace of mind;reliability;security of buying value for money goods from the store of Govil's;a national reputed brand you can trust.
Brand
GRADELY
Product Code
APPGRADELY-ICE-LOVI2608052FD584BC
Key Features 1
Fit: Comfort Fit::Fabric: Denim::Mid Rise Jeans::Stretchable::Clean Look
Color
Multi Color
Size
32
Material
Cotton Blend
Rise
Mid Rise
Pattern
Solid
Fit
Regular
Gender
Men
Set Contents
2
Wash Care
Machine Wash
Style Code
LOV-IB-CB3385(Gradely)