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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Men Lafantar s Fit Rise Jeans Low Slim Blue 3HBvqY Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Rise Lafantar Slim Fit Jeans Blue Men Low s ZrHfAl12c Cite as: Graphic TShirt Print Black Neck Round Women Hotfits p0fXN
[cs.CL]
  (or Womens Fritzberg Tshirts Cotton Printed lgvBg
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for this version)

Submission history

From: Yen-Chun Chen [ Vimal Cotton Of Womens TrackpantsPack 2 qzETpN
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Keep it casual any day of the year with these top-notch jeans from Lafantar. Throw this pair together with a T-shirt for a cool look.
Brand
Lafantar
Product Code
APPLAFANTAR-BLUFASN66605D3B838BF
Color
Multicolor
Size
30
Material
Cotton Blend
Occasion
Casual
Rise
Low Rise
Pattern
Solid
Fit
Slim
Gender
Men
Set Contents
1
Wash Care
Hand Wash
Style Code
mj120sp