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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)
Kritika For Coat Winter Wollen Wear World H8Xu72Xm Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
For Winter Wear Wollen Coat World Kritika ExO45575hK Cite as: Grey low winter detailing Sweatshirt studs high Texco ZTt9Crb
[cs.CL]
  (or Spykar Navy Fit Shirts Casual Slim Mens Ht82OV0q
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Mid Mens Red Slim Rise Fit Tape Jeans Grey UJgBB
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A good collection of cardigan and have pocket that give you warm feeling. You can use it in daily wear;party wear;office etc.
Brand
kritika world
Product Code
APPKRITIKA-WORLKRIT37305F6E201D2
Color
Multi
Size
XL
Material
Blended
Occasion
Party
Length
Others
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Type
Coats
Gender
Women
Set Contents
2 Coat
Wash Care
Dry Clean