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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)
Casual Slim Mens Mufti Fit Mustard Shirts gsASXc Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Blended Slim Allen Formal Solly shirts Blue yADeZKuO
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Head for the vacation in style by wearing this mustard coloured shirt from Mufti. Displaying tropical print all-over;this shirt also features button placket and a chest pocket. Pair this full-sleeved shirt with washed denims and sneakers to complete your look.
Brand
Mufti
Product Code
APPMUFTI-MENS-MSETU20104360D22AAE
Color
Brown
Size
XXL
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Neck Type
Mandarin Collar
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Hood
No
Set Contents
1
Wash Care
Hand Wash
Style Code
MFS-8281-E