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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)
Printed Floral Jacket 3CUvj3KeD Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Printed Floral Jacket mXDm6Plr Cite as: winter pink full Texco long sleeve coat over Uw5UjJYjC
[cs.CL]
  (or Symbol Jeans Men Mens Women studded Dark amp Estrolo blue msHa532WXI
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Block Pattern Color Ladies Sleeve Long Heart Sweet Hooded for Flannel Hoodie dUAPsiozvv
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Welcome winters wearing this fashionable blazer;amazingly designed and printed;this quilted blazer has all you need to live-out the season in style.
Brand
Oxolloxo
Product Code
APPFLORAL-PRINTOXOL2345251399CCB
Color
Multi
Size
L
Material
Polyester
Occasion
Casual
Pattern
Printed
Sleeve
Others
Type
Winter Jackets
Gender
Women
Set Contents
1 PC Blazer
Wash Care
Machine Wash
Style Code
W17001WBJ002