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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)
Top Betterlife Short Red Wine Solid Pullover Sleeve Neck Slash ifh9ZM0d Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Sleeve Slash Betterlife Red Pullover Short Wine Solid Neck Top E98FgtGoSE Cite as: Grey Shrug People 6bgvT48AeW
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Walking Men Breathable Sneakers Male SneakersBoots Leisure Shoes Walking Fashion 4fGrcWd
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

  • Material: Cotton Blend
  • Pattern: Solid
  • Color: Wine Red, Gray, Black
  • Sleeve Style: Regular
  • Neckline: Slash Neck
  • Sleeve Length: Short Sleeve
  • Clothing Length: Regular
  • Fit Style: Fitness
  • Season: Spring, Summer
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  • Package Content: 1 x Women Top
  • Due to different factories come into different SIZE standard, please refer your measurement from our Size Guide, not the tag comes with products. The color of the actual item may vary slightly from the above images, thanks for your understanding.
Product Code
APPSLASH-NECK-SBETT568095505C33AD
Color
Maroon
Size
S
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
3/4th Sleeves
Neck Type
Boat Neck
Gender
Women
International Product
World Store