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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)
American of Multicoloured Tights s 2 Pack Elm Women Cotton M6FmfKLLsp Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ India CoronetBlue Piping Printed WrapOn Exotic Skirt with Blue sEwHXXIsBY
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Surreal, A Perfect Word That Will Define Your Style As You Wear This Pack Of 2 Churidar From The House Of American-Em. Crafted From Cotton Comes In Skinny Fit. Create An Absolutely Amazing Look With This Churidar And Some Antique Jewellery.
Brand
American-Elm
Product Code
APPAMERICAN-ELMMADH447416DD9143C
Wash Care
Gentle Machine Wash::Wash With Similar Color Clothes
Collection
Acutmn Winter
Set Contents
Pack of 2
Style Code
LG-SD-06_07
Type
Leggings
Color
Multi
Size
S
Material
Cotton
Pattern
Solid
Fit
Slim
Gender
Women