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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)
Mind Huetrap Music My Womens Tank on Top Sleeveless cQUldwyl Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Fit Casual Mens Slim Khaki Mufti Shirts yJJCg1Maqm
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

This downtown ready tank top from Huetrap is a must for casual weekends. It features a large print of a stereo system over a boy s head. Look effortlessly chic by pairing it with distressed denims and sneakers.
Brand
Huetrap
Product Code
APPHUETRAP-WOMEHUET676395FA02D30D
Color
Blue
Size
L
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Sleeveless
Neck Type
Round Neck
Fit
Regular
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
HT15WKGTTTQB00427