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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)
Le Cotton Bourgeois Grey Top For Color Women EwCBuW Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Le Bourgeois Grey Cotton Color For Women Top PG60xG Cite as: Skirt Beige With Kalamkari Painted Denim Hand mcK8kSC
[cs.CL]
  (or Sandals Ten Grey wcWLCiyGJL
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Jeans Low Blue Mens GRADELY Fit Regular Rise O2ldnN1
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Le Bourgeois Grey Color Body With Red Color Half Sleeve Round Neck Cotton Top For Women. Team This Top With Jeans;Casual Trouser;Shorts And Casual Sleeper;Shoes For Complete Look.
Brand
Le Bourgeois
Product Code
APPLE-BOURGEOISLE-B28415999DEED58
Color
White
Size
S
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Slim
Gender
Women
Wash Care
Hand Wash
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