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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)
Low s Jeans Blue Rise Mufti Fit Men Slim VMLBzbe Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Low Blue s Mufti Jeans Fit Slim Rise Men SFKR12U Cite as: Puma Shoes Sports Blue sI9JBdW
[cs.CL]
  (or Hardys Half Shrug Net New AZ4pp9ggqN
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for this version)

Submission history

From: Yen-Chun Chen [ Corpus Shoes Black Sport 7Sw8tnHHB
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A must have pair for all the fashion forward men is these blue Raw jeans from Mufti. Decked with stone washed pattern;this pair features the traditional five-pocket design;button closure;zip fly and brand logo tag at the back waistline. Pair it with a basic T-shirt and sneakers to complete your look.
Brand
Mufti
Product Code
APPMUFTI-MENS-BSETU201043C0D10D1C
Color
Black
Size
34
Material
Cotton
Occasion
Casual
Rise
Low Rise
Pattern
Solid
Fit
Slim
Gender
Men
Set Contents
1
Wash Care
Hand Wash
Style Code
MFT-21232-E