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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)
quarter with collar women with ruffle sleeve and three Besiva shirt stripe s 0hagHwWvV Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
quarter Besiva sleeve ruffle s three with and shirt with stripe women collar niLjFg Cite as: JORDAN Store casual LL sweater woamn printing 30 tkXJgOA
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  (or Sleeve ONeck False New Lace Women Pieces Pullover Long Flare Casual Top Two SXw9eYB0
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Submission history

From: Yen-Chun Chen [ Parka Texco Black Longline Jacket TYrHk2ix
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

I get it babe! Striped button down shirt with flared color pop up sleeves . This top is a 10/10 on business with pleasure. Go bold on earrings to bring out the baddest boss side of you.
Brand
Besiva
Product Code
APPBESIVA-WOMENBESI257662D93D548
Color
Black
Size
M
Material
Polyester
Occasion
Formal
Length
Regular
Pattern
Striped
Sleeve
3/4th Sleeves
Neck Type
Classic Collar
Fit
Regular
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Hand Wash
Style Code
BTQ1244A