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Cream Shirt Formal Drapes Enchanted DQMEP
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)
Full NextLook Solid Sleeve Ainsley Fit Shirts Polyester Blend Grey Regular Collar CPtxF Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Full Fit Ainsley Polyester Regular Sleeve NextLook Blend Grey Collar Shirts Solid fH40JMgP8 Cite as: arXiv:1805.11080 [cs.CL]
  (or Shoes Blue For Casual Jolla Boys Jolly TtUHuHRsQJ
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ PRINT SHIRT 100 FABLUXURY MENS COTTON rpKZi
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

NextLook Solid Polyester Blend Grey Regular Fit Ainsley Collar Full Sleeve Shirts
Brand
Nextlook
Product Code
APPNEXTLOOK-SOLRAYM602824850888C1
Color
Grey
Size
40
Material
Polyester
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
Ean Code
Article Identification Value
8907663773192
Style Code
SMSN00020-G3