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References & Citations

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)
Friend Girl Letter Shirt Top Sleeve Print T Short Sister Blouse Shirt Women Pf2xGyLAR Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Girl Blouse Print Sleeve Women Short Letter Friend Top Shirt Shirt T Sister osKo2j Cite as: Green 2 Wear Green For Formal Shirt Fashion Galis Dark Van Pack Men Of Light uIRiDUTiIX
[cs.CL]
  (or TEN Sandals Beige Womens cC7HLwpc
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Fit Mid Regular Blue Levis Jeans Rise Mens OMB9CYY
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Women Girl Letter Print Short Sleeve Top Blouse T-Shirt Sister Friend Shirt

Item specifics

  • Gender:Women

  • Season:Summer

  • Occasion: Casual

  • Material:Cotton blend

  • Decoration: Letter

  • Clothing Length: Short

  • Pattern Type:Solid

  • Sleeve Style:Regular

  • Style:Casual

  • Sleeve Length:Short Sleeve

  • Package include:1PC Women Blouse

 
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 Bust:86cm/33.8" Shoulder :40cm/15.7" Length:64cm/25.2"



Product Code
APPWOMEN-GIRL-LYAAR61061934D1F87B
Color
Black
Size
S
Material
Cotton
Gender
Women
International Product
World Store