Shirt Peter England Maroon FZjk2d Shirt Peter England Maroon FZjk2d Shirt Peter England Maroon FZjk2d Shirt Peter England Maroon FZjk2d
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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)
Peter England Maroon Shirt c1t37KsEa Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Peter Maroon Shirt England oHev7uqN5J Cite as: Jeans Van Heusen Black PnKPk9
[cs.CL]
  (or Printed Shirt Machine Sweat Women Flying KvyGd4dUcF
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Pure Cotton Printed Slim Hancock Fit Shirt Black fUT7Ay0C
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

This printed maroon shirt from Peter England is perfect for a client meeting. This design is crafted from a poly-cotton blend with a hint of stretch. Wear this full sleeve shirt with a pair of black trousers and Oxfords to complete your ensemble.
Brand
Peter England
Product Code
APPPETER-ENGLANADIT50996B140F14C
Color
Maroon
Size
44
Material
Blended
Occasion
Formal
Pattern
Printed
Sleeve
Full Sleeves
Fit
Super Slim
Collar Type
Classic Collar
Wash Care
Machine Wash
Article Identifier Type
EAN CODE
Article Identification Value
8907696896967
Style Code
PSF318002420