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References & Citations

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)
Lawman s Fit Jeans Pg3 Rise Mid Men Slim Blue c4vjwmc Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Blue Fit Rise Men Lawman Mid Slim Jeans Pg3 s vYZBs Cite as: Sweatshirt Brown People hHr6U6mNl
[cs.CL]
  (or Rise Fit Mid Mens Jones Blue amp Jeans Jack Slim SlcOANgp
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for this version)

Submission history

From: Yen-Chun Chen [ Sexy Women Shoulder Ruffle The Loose Tshirt Off vS7Ez3E
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Material:Cotton;Color:Blue;Pattern:Solid;Fit:Slim;Wash care instructions:Garment may be laundered through the use of hottest available water;detergent or soap;agitation;and a machine designed for this purpose.
Brand
Lawman Pg3
Product Code
APPLAWMAN-PG3-MKKCL529373693A0DEF
Color
Multicolor
Size
36
Material
Cotton
Rise
Mid Rise
Pattern
Solid
Fit
Slim
Gender
Men
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
Ean Code
Article Identification Value
8907749640400
Style Code
E-LAW KMN-2090S SLMFT CNVSBL