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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)
Low Jeans Fit Mens Mid Skinny Blue Rise Spykar Super a6kLqdkWme Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Low Fit Blue Super Jeans Mid Skinny Spykar Rise Mens u7GdFkQ Cite as: Silky Denim Navy Men Ice Mid Jeans Blue Waist Gradely Blue x7tNls
[cs.CL]
  (or Colored Solid Purple For Shirt and Pack Pink of 2 Cotton Light Nimegh Casual Mens n5A51q2
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Orange of Viscose Ladies for Benetton United Top Colors s1ADU
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Look effortlessly smart by wearing these blue coloured jeans for men from Spykar. These faded jeans have belt loops and classy five pocket design with a timeless appeal. Style these trendy jeans with a striped T-shirt and casual shoes to look trendy.
Brand
Spykar
Product Code
APPSPYKAR-MENS-SETU201043A17D91B5
Color
Multicolor
Size
50
Material
Cotton
Occasion
Casual
Rise
Low Rise
Pattern
Solid
Fit
Super Slim
Gender
Men
Set Contents
1
Wash Care
Dry Clean
Wash Type
Acid Washed
Article Identifier Type
Ean Code
Article Identification Value
8901241601402
Style Code
MYNR-01AG-62