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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)
T catching White chic eye Womens Simple Shirt Huetrap and JS8n1VTHc Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
T Womens and chic eye Simple Shirt catching White Huetrap M1Xdc Cite as: Trackpants For Cotton 2 Of Womenpack Vimal Multicolor QFHSSp0v
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ New Slim Shirt Grey Men York Fit Arrow Casual iC4uFyFL
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Huetrap
Product Code
APPHUETRAP-WOMEHUET676395E22615E8
Color
White
Size
XS
Material
Blended
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
HT12WKGRAWHT00066