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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)
Yellow Top Mayra Georgette Uksw6wbv Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Top Mayra Georgette Yellow dNzAmHx Cite as: Sutra Sweatshirt Plain Campus Womens HpdFMLJ
[cs.CL]
  (or Embroidered Back Styled Top Women RARE Navy Blue BTV4uZGvM
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Men Indian Terrain Full Navy Shirt Sleeve thrUeEhQ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Mayra Yellow Georgette Top

If versatality is your game,then wear this top from the house of Mayra. This top is designed as per the latest trends and fashioned using best quality. Designed to perfection, this classy top will look great when clubbed with trousers and black pumps.
Brand
Mayra
Product Code
APPTOPGAUR30443F9D83781
Color
Orange
Size
XL
Material
Georgette
Occasion
Casual
Pattern
Printed
Sleeve
3/4th Sleeves
Neck Type
V-Neck
Fit
Regular
Type
Tops
Wash Care
Dry Clean;Hand Wash