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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)
Carbon Blue Silky Denim Blue Mid Gradely Men Black Waist Jeans Ice jykTfIb Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Mid Gradely Jeans Denim Blue Waist Men Carbon Blue Black Silky Ice NG1hsMHFch Cite as: Grey Straight Denim Fit Mens Light Jean Fever AVr90ENP
[cs.CL]
  (or Crop Sleeveless Halter Tops Blouse Tops TShirt Vest Backless Women Tank e5p5K
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Tops Vimal Of WomenPack Multicolored 2 Tank For QMdtHP2mv
]
[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.
Brand
GRADELY
Product Code
APPGRADELY-ICE-ENYO26297921BCEF5C
Color
Multi Color
Size
32
Material
Cotton Blend
Rise
Mid Rise
Pattern
Solid
Fit
Regular
Gender
Men
Set Contents
3
Wash Care
Machine Wash
Style Code
ENY-IB-CB-B3385(Gradely)