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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)
Print Round neck White Shirt T Quote Hope Snoby ux9w6 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Round White Print Shirt Hope Snoby Quote neck T 8KX6J Cite as: of amp White 3 Blue Green Shrugs Sleeve pack Cotton Gathering idxtw4BVtK
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ BARESKIN VELVET WITH GOLDEN FOR WOMEN EMBROIDERY SLIPONS MAROON oqrK9
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Snoby
Product Code
APPSNOBY-WHITE-SNOB623512459D195E
Color
White
Size
L
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Fit
Regular
Type
T Shirt
Wash Care
Machine Wash
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