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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)
Jeans Denim Mens Jeans Lycra Raa Blue Ptnqo Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or shrugsPack 2 Womens Cotton of plJOhX
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for this version)

Submission history

From: Yen-Chun Chen [ Solid Only Jacket Casuals Womens HjXBB4Osc
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Get a stylish look this season by sporting these blue jeans. Fashioned from lycra denim;it features 2 front & 2 rear pockets;which adds to the functionality of this piece. Style it with a white t-shirt and sneakers to achieve a fab look.
Brand
Raa Jeans
Product Code
APPRAA-JEANS-MERAJU2926946E76D6C8
Color
Black
Size
38
Material
Cotton
Rise
Low Rise
Pattern
Solid
Fit
Slim
Gender
Men
Set Contents
1
Wash Care
Machine Wash
Style Code
Raajeans005