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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)
Flying Machine Cotton Fit Skinny Jeans Mid Distressed Blue Rise oOaTdU9Zi Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Machine Flying Distressed Mid Blue Cotton Rise Skinny Fit Jeans 5XUxyrIO Cite as: Printed Casual Slim Hancock Blue Shirt Fit Men 9DzUb
[cs.CL]
  (or Shoes VIPER Running LiNing 400ji0KuwX
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Jacket Allen Red Solly EoQTHnr
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Flying Machine's jeans are made from stretch-denim that's faded and distressed for a rebellious look. They're cut in a skinny fit;finished with a mid-rise waist and five pockets. Wear yours at the weekend with a checked shirt and sneakers.
Brand
Flying Machine
Product Code
APPFLYING-MACHIARVI763657F3113E78
Color
Blue
Size
38
Material
Cotton
Occasion
Casual
Rise
Mid Rise
Pattern
Solid
Fit
Skinny
Gender
Men
Set Contents
1 Flying Machine Jeans
Wash Care
Hand Wash
Style Code
CLGS7039CBV