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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)
Zipper Plaid Women Casual Back Knee Above Mini Skirt T6EdmnS Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ women keep hoodie fashion Winter Mpink 2107 and Quality warm High beauty 8GH0P
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

  • 100% Brand New.
  • Material: 97% Cotton, 3% Spandex
  • 3 Colors: Black, Red, Blue
  • Style: Mini Skirt
  • Length: Above Knee, Mini
  • Pattern: Plaid
  • Decor: Back Zipper
  • Occasion: Casual
  • Garment Care: Hand-Wash(Max 40°C)
  • Above knee plaid back zipper mini skirt.
  • Good quality fabric, and making style make you feel good and conformtable when wearing.
  • Package Content: 1 x Women Skirt
  • Size: There are 4 sizes (S/M/L/XL) available for the following listing. please allow 1-2cm differs due to manual measurement, thanks (All measurement in cm and please note 1cm=0.39inch)
Product Code
APPWOMEN-CASUALBETT568095FB42FA67
Color
Black
Size
S
Gender
Women
International Product
World Store