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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)
Sleeve Chiffon V Short Neck Blouse Women Fashion Tunic Backless Tops Long JGIuijzb Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Blouse Tops Short Backless Chiffon Fashion Neck Long Women V Sleeve Tunic STSNk9 Cite as: Navy Women Kimono Detailed lace Shrug Printed Texco tB4iSUWoCo
[cs.CL]
  (or Pullovers Woman Arrow amp Sweaters Pink Women Regular 4DCYCsO2iy
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

  • 100% Brand New
  • Material: Cotton Blend and Chiffon
  • Color: Dark Red
  • Design: Backless
  • Season: Summer, Autumn
  • Collar: V-neck
  • Sleeve: Short Sleeve
  • Waistline: High Waist
  • Length: Above Knee
  • Pattern: Patchwork
  • Decoration: Draped
  • Fit Style: Slim
  • Opportunity: Casual, Beach
  • Package Content: 1 x Women Tops
  • 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
APPFASHION-WOMEBETT5680959F5BDB05
Color
Red
Size
S
Gender
Women
International Product
World Store