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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)
Womens Sweatshirt Hoodie Hooded Leopard Printing Shirts Tops Pullover Blouse x4BYc Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Blouse Shirts Leopard Hoodie Printing Sweatshirt Pullover Tops Hooded Womens tdJ2os Cite as: Offer IndiWeaves TShirt Cotton Of Combo TShirtPack Girls 5 JLhI8fare
[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ Pepe Jeans Men Blue Jean Solid YqraxRJl
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Womens Leopard Printing Hoodie Sweatshirt Hooded Pullover Tops Shirts Blouse

 NOTE: Please compare the detail sizes with yours before you buy!!! Use similar clothing to compare with the size.

Specifications:

  • 100% brand new and high quality.

  • Gender:Women

  • Material:Cotton Blend

  • Clothing Length:Regular

  • Pattern Type:P rint

  • Sleeve Style:Regular

  • Style:Fashion

  • Collar:O-Neck

  • Decoration:Pocket

  • Sleeve Length:Long Sleeve

  • Color: As the picture show

  • Package include:1PC Shirt

Size Details:
Size:S Bust:94cm/37.0" Sleeve:54cm/21.3" Length:56cm/22.0"



Product Code
APPWOMENS-LEOPAYAAR610619F623365B
Color
Grey
Size
S
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Gender
Women
International Product
World Store