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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)
Black Pack amp YellowGreen Camisole Top Friskers 5 white of red Tank XhV7S Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Tank 5 red Friskers of Black Pack Camisole amp white YellowGreen Top lefKhslt7I Cite as: Womens By Top Ajile Pink Pantaloons 0bElBCASn8
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Submission history

From: Yen-Chun Chen [ Fit Mens Slim Low Jeans Black 511 Rise Levis 2vM96g
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Friskers Multi Color Cotton Rib Tank top for women Pack of 5
Brand
Friskers
Product Code
APPFRISKERS-MULM-S-106567157DF3DB
Color
Multi
Size
L
Material
Cotton
Occasion
Casual
Pattern
Solid
Fit
Regular
Type
Tops
Gender
Women
Set Contents
5 Tank top
Wash Care
Machine Wash
Style Code
BB-01-02-03-06-13