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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)
Summer Boho Skirt Tribal Beach Floral Skirt Women Dress Maxi Ladies Long Casual xNHV2MB0 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Cult Neck for Round Fiction color Sleeves Cotton Long Maroon womens TShirt Cbdqm
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Women Ladies Boho Tribal Floral Skirt Maxi Summer Beach Long Casual Skirt Dress

 

Item specifics

  • Gender:Women

  • Season:Summer

  • Occasion:Daily;Beach

  • Material:Chiffon

  • Decoration:None

  • Clothing Length:Regular

  • Pattern Type:Floral

  • Sleeve Style:Regular

  • Style:Fashion;Causal

  • Weight:150~180g(S~XL)

  • Package include:1PC Dress

Size Detail(1=2.54cm)

1.To Make sure you get the right size;please refer to our size chart before buying;

if you are not sure about size;pls email us your exact body measurement;so we can give you some suggestion on how to choose the right size;thanks for your understanding

2.Mansual measurement may exsit 1~3cm difference

Asian Size: S Waist: 60-64 cm/23.6-25.2 Front Length:72cm/28.3 Back Length:98cm/38.6

 

 

 

 

 

 

 

Product Code
APPWOMEN-LADIESYAAR610619830C6DA3
Color
Red
Size
S
Material
Chiffon
Gender
Women
Set Contents
1
International Product
World Store