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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)
Pink Net Shrug Elm Women s American hPfu3K Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Fit Mens Regular Rise Pepe Jeans Mid Blue Jeans r29765w3Zd
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Master the art of layering this summer with this stylish Pink shrug from American-Elm;designed with a lapel collar;full sleeves and an open front. Tailored to perfection in polyester fabric to lend you optimal comfort;soft and smooth feel;this shrug will look utterly fashionable with a crisscross shift dress;a hat and a pair of boots.
Brand
American-Elm
Product Code
APPAMERICAN-ELMMADH44741C1F47AFE
Color
Pink
Size
XL
Material
Polyester
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Type
Shrugs
Gender
Women
Collection
Summer
Set Contents
1 Shrug
Wash Care
Machine Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Style Code
UAS-21-Pink