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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)
Fab s Casual Being Brown Shirt Solid Men JPko4IxO0X Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Brown Fab Solid s Shirt Casual Being Men nzt4iom67 Cite as: Candy trending shortSet of cotton House 2 zWSJHFOsS
[cs.CL]
  (or Casual Jeans Mens Shirts Pepe Fit Blue XXLarge Slim Lc2gIW
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ MenS Cotton Size38 Fit MultiColoured Shirt Regular Speak CEkCoPQr
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

If you are looking to be a trend setter when you go out to the fanciest of parties on a weekend or on a movie date with your friends and loved ones or going to college;Being Fab has just the range of apparels that ensures you'd never miss that admirable glance or compliment. You can tuck the shirt inside for a formal look and also put it outside for casual look. This Navy Blue Regular Fit Casual Shirt made of 100% Cotton Fabric and with bespoke tailoring gives you the perfect look needed when you wear it. Go ahead and start Being Fab.
Brand
Being Fab
Product Code
APPBEING-FAB-MEBEIN211676686F855
Color
Brown
Size
42
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Set Contents
1
Wash Care
Machine Wash
Style Code
BFSHTDNM01BRN