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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)
Printed Shirts Jones Jack Men amp s 69yKGSp84R Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Printed Jack amp Men s Shirts Jones HTig9r Cite as: White Shirt People OHuHt7qW
[cs.CL]
  (or Knitwear Block Color Stylish Long Neck Round Sleeve Womens D6o3Eu
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for this version)

Submission history

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

Description

JJOR ROBIN SHIRT L/S IN
Brand
Jack & Jones
Product Code
APPJACK-JONES-MKAPS578490B472C926
Color
Black
Size
S
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Neck Type
Mandarin Collar
Gender
Men
Collar Type
Spread Collar
Wash Care
Machine Wash
Style Code
1857401-Forest Night