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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)
Jeans amp Men s Rise Jones Jack Blue Mid Fit Regular fIliMx4FJS Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Jeans Blue s Mid Rise Fit amp Men Regular Jack Jones m3uzP Cite as: Blend TShirt Cotton 4th 3 Neck Top Womens Round Sleeves Rn6efAR
[cs.CL]
  (or Lip Stylish Neck Print Sweatshirt Sleeve Skew Long Womens g37Bwqsc4
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for this version)

Submission history

From: Yen-Chun Chen [ of Cotton Set Women TShirt IndiWeaves 8 Printed W4BPKmhU
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Jack & Jones Men's Casual Jeans
Brand
Jack & Jones
Product Code
APPJACK-JONES-MKAPS5784909D56BA6D
Color
Blue
Size
31
Material
Cotton
Rise
Mid Rise
Pattern
Solid
Fit
Regular
Gender
Men
Set Contents
1
Wash Care
Machine Wash
Style Code
1938733-Light Blue Denim