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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)
white and striped Black Besiva Shurg KcgwyKmCq4 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Besiva Shurg white and striped Black Py2OZ4KBnR Cite as: Mens Spykar Shirts qGLZk
[cs.CL]
  (or Patched Ripped Estrolo Jeans Mens Blue Original Knee and 8tYqug
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for this version)

Submission history

From: Yen-Chun Chen [ Mid Rise Arrow Fit Blue Slim Mens Jeans 4YRT8UQ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Put some sass on and tie-up a knot with this gorgeous black and white striped Top! Perfect for the days when you want to cover your skin from the scorching heat but still look pretty.
Brand
Besiva
Product Code
APPBESIVA-BLACKBESI257665AB0CC45
Color
Multi
Size
S
Material
Cotton
Occasion
Casual
Pattern
Striped
Sleeve
Full Sleeves
Fit
Regular
Type
Shrugs
Gender
Women
Set Contents
1x Top
Wash Care
Hand Wash
Style Code
BC988A