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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 Van Heusen White XUAh6xx Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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  (or Tshirt Neck pack Fleximaa Plain Womens Red White Round Colors Of Cotton amp 2 9ZpbWBmYIl
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Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Accentuate your corporate presence effortlessly with this white check shirt from Van Heusen. Made from pure cotton;this design is tailored for a slim fit. This full sleeve shirt is best paired with black trousers and Derbies.
Brand
Van Heusen
Product Code
APPVAN-HEUSEN-WADIT509961EF0983B
Color
White
Size
42
Material
Cotton
Occasion
Formal
Pattern
Check
Sleeve
Full Sleeves
Fit
Slim
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
Ean Code
Article Identification Value
8907747590448
Style Code
VHSF318M003689