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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)
Beige for Jugend slim Shirts men Casual fit Solid Plain QS7pkP7q Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Van Wear Men Fashion 3 Pack Formal Of Galis Shirt Mutlicoloured For CTY0xyHA0
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Adding to the charming appeal of this Beige coloured shirt from Jugend;its Solid all over makes this shirt classy. Offering slim fit;the cotton fabric of this full-sleeved shirt will make it a classy wear for casual outings and office wear. Featuring a matching pocket and spread collar;this casual shirt will go well with a pair of denims and trendy lace-ups for a macho appeal. Printed design at button down placked and inside collar makes this shirt attractive. Your satisfaction is our primary motto. Kindly leave your valuable feedback.It will help us to improve our product quality and service. Thank you for purchasing our product. Looking good isn't self-importance;it's self-respect.
Brand
Jugend
Product Code
APPJUGEND-BEIGEJUGE19383120D3FD3A
Color
Orange
Size
XXL
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Mandarin Collar
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Set Contents
1 shirt
Wash Care
Hand Wash
Style Code
JGDSHRT07BG