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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)
Shirt Heusen White Van S9NeoVk Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirt Van White Heusen yuNgDEoSo Cite as: Christys SET 2 Trending Collection OF jegging LljpE8LyLb
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Slim Fit Formal Cotton RG Navy Shirt Solid Designers PtNQU63
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Elevate your club appeal effortlessly with this printed white shirt from Van Heusen Sport. Tailored for a slim fit;this design is crafted from a cotton-linen blend and features a button-down collar. This full sleeve shirt is also detailed with contrast inner cuffs. Don it with a pair of jeans and sneakers to seal your look.
Brand
Van Heusen
Product Code
APPVAN-HEUSEN-WADIT5099669E5C4F1
Color
White
Size
40
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Spread Collar
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
Ean Code
Article Identification Value
8907747122526
Style Code
VSSF318S001276