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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)
Pant Cotton by Solid Pantaloons Brown s Track Women Spandex Ajile fVUEC Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Ajile Track Brown s Women Spandex Pantaloons Cotton by Solid Pant Da83D7R Cite as: Denim Monte Carlo Black Fit Narrow FOywrhXY
[cs.CL]
  (or Shirt Cotton Womens Multicolor Checkered Casual GOODWILL lEMf5VSgrt
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ White Cutout Top tma75WKY
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Black colored solid Capri;featuring a ankle length and a skinny fit pattern. It is crafted from a premium quality fabric.
Brand
Ajile By Pantaloons
Product Code
APPAJILE-BY-PANADIT838961CCAAFC62
Color
Black
Size
36
Material
Cotton
Length
Full
Pattern
Solid
Fit
Slim
Type
Track Pants
Gender
Women
Set Contents
1
Wash Care
Normal Wash
Style Code
110039376BLACK