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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 Women Red Solid Skirt Elm s wtRu80J Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Razen adidas Shoes Mens Black Running r4WJa1h
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Look your voguish best this weekend wearing this fashionable Red skirt from American-Elm. Made from Crape fabric;this flared skirt can be wonderfully worked with a printed top and wedges.
Brand
American-Elm
Product Code
APPAMERICAN-ELMMADH447413F0B4171
Color
Red
Size
M
Material
Crepe
Occasion
Casual
Length
Maxi
Pattern
Solid
Type
A-line
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Style Code
UAB-16-RED