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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)
Globus Polyester Tops Black 7ysaQlq1HK Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ TShirt Round Print neck Believe Just Snoby Blend quote Cotton CYAN 31bAJfz0wk
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Opt for the smart style of this black jersey top! The cold shoulder look coupled with the short bell sleeves accentuates style in this round necked creation.
Brand
Globus
Product Code
APPGLOBUS-POLYEGLOB702347E59B7273
Color
Black
Size
L
Material
Polyester
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
EAN Code
Article Identification Value
2972413
Style Code
S17CWT105