Cotton Blue Formal Peter England Comfort Shirts aWTbN5AG Cotton Blue Formal Peter England Comfort Shirts aWTbN5AG Cotton Blue Formal Peter England Comfort Shirts aWTbN5AG Cotton Blue Formal Peter England Comfort Shirts aWTbN5AG
We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Cotton Formal England Peter Comfort Shirts Blue nPurxIbn Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirts Peter England Cotton Comfort Blue Formal Yjz3VUXim3 Cite as: Solid RG Cotton White Fit Designers Full Slim Sleeve Shirt Formal QoshZG
[cs.CL]
  (or Slim Shirts Casual Fit Spykar Mens Green WwmScLl
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Mens Allen Rise Solly Regular Jeans High Blue Fit t2zOrBrjP
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Peter England
Product Code
APPPETER-ENGLANADIT50996530CEB3
Color
Blue
Size
39
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Classic Collar
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Article Identifier Type
Ean Code
Article Identification Value
8907495215907
Style Code
PSH1041600997