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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)
s OF 2 Taylor Sweatshirts Pack Women Rose MorRIJ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Mens Shirt Shirt Shirt Blend Men Cotton Dark Formal Full Slim Sleeve Fit Affair Pink m4URob
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

An ideal pick to stay stylish and warm in winter is this Multi coloured sweatshirt from house of Rose TAylor . This hooded sweatshirt features zippered closure on the front for snug fit and pockets for added functionality. Comfortable and soft against the skin;this cotton fleece sweatshirt Pack Of 2 can be best teamed with denims and sneakers.
Brand
Rose Taylor
Product Code
APPROSE-TAYLOR-A-1-165891A5D58137
Color
Multi
Size
XL
Material
Georgette
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Fit
Regular
Type
Sweatshirt
Gender
Women
Hood
Others
Set Contents
2
Style
Others
Style Code
TWSCOMBO-510