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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)
Womens Tank Sleeveless Huetrap Top Down Paint Watered Flower h32HjeI3r9 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ 2 Vimal Cotton MenPack Shorts For Of ac4gi0
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Accentuate your love for colours wearing this tank top that features all over watered down flower prints. Crafted from cotton;this top is super comfortable to wear all day long.It offers a desired fit and style when paired with denims and casual shoes.
Brand
Huetrap
Product Code
APPHUETRAP-WOMEHUET676395DBABCC14
Color
White
Size
XS
Material
Cotton
Occasion
Casual
Pattern
Printed
Neck Type
Round Neck
Fit
Regular
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
HT15WKGTTWHT00454