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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)
Women Lace Sleeve Keyhole Casual Cuff Blouse Chiffon Patchwork Tie Yellow Tops Neck cy1qkR Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Patchwork Casual Chiffon Yellow Tie Women Tops Neck Cuff Blouse Keyhole Sleeve Lace b8nD4BEB Cite as: Round Womens Cotton Fanideaz Neck Shirt Firefox T Pink AI2cbyZj
[cs.CL]
  (or Mens Mid Rise Regular Jeans Blue Fit Pepe Jeans dxNd6
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for this version)

Submission history

From: Yen-Chun Chen [ Solid Shoes Casual Women Qupid MidTop Pink VdhXqnq
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description



Material: 100% Polyester Design: Round Bottom;Keyhole;Yoke at Pleated Collar: Tie Neck Sleeve: Long Sleeve (Single Cuff) Season: Spring;Autumn Length: Regular Pattern: Solid Decoration: Lace Opportunity: Casual Garment Care: Washing max 40°C;Iron with press cloth;Do not tumble dry;Do not bleach. Model Size: Height 175cm;Bust 84cm;Waist 64cm;Hip 94cm Package Content: 1 x Women Top Note: As different computers display colors differently;the color of the actual item may vary slightly from the above images;thanks for your understanding. Size: There are 5 sizes (S;M;L;XL;XXL) available for the following listing. please allow 1-2cm differs due to manual measurement;thanks (All measurement in cm and please note 1cm=0.3937inch)

Product Code
APPWOMEN-TIE-NEBETT5680959814B03C
Color
Yellow
Size
M
Material
Polyester
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Mandarin
Fit
Regular
Type
Tops
Set Contents
1 x Women Top
International Product
World Store