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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Women s Staylish Fashion For Of Sleeves Pack 2 Fuego Wear Sweatshirt Full ypvSGvp Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Scoop Out Solid Casual Crochet Neck TShirt For Spliced Hollow Women Color iOmBrYYRM
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Fuego
Product Code
APPFUEGO-FASHIOTRIN75815CAE62E96
Color Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings.
Disclaimer
Refer to size guide for measurements.
Color
Multi
Size
M
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Gender
Women
Collar Type
Hooded
Set Contents
Pack Of 2
Wash Care
Machine Wash