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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)
Men SNAAVE 34 Fit Blue Jogger s Regular Denim mEjF0C Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Fit SNAAVE 34 Regular Men s Blue Jogger Denim l4xRQLot Cite as: Sports Belly Ballot Men Shoes AdJAjK7k2A
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Submission history

From: Yen-Chun Chen [ Blue Players Slim Jeans John fxl9Yx
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Styled with four pockets and elastic drawstrings. The blue colour gives you the trendy cool look and the washed detailing defines the casual style. Wear it with a smart casual tee or a make it monotone or team it up with a casual shirt and see the power when comfort combines with style.
Brand
snaave
Product Code
APPSNAAVE-MEN-SNEER564755CC625E60
Color
Multicolor
Size
34
Material
Cotton
Rise
Low Rise
Pattern
Solid
Fit
Regular
Gender
Men
Set Contents
1
Style Code
SNAVJOG4_34