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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)
Fashion Combo Fuego Women pack Of Sweatshirt Of 2 Wear yvMrW Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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for this version)

Submission history

From: Yen-Chun Chen [ Sneakers High fashion OofxYZ9w
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A Cool Collection From Trending Winter. A Sweatshirt Which Give You Comfort And Rich Look.
Brand
Fuego
Product Code
APPFUEGO-FASHIOKEDI2159099F8CD8D2
Color
Multi
Size
XXL
Material
Blended
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Women
Collar Type
Hooded
Set Contents
2 Sweatshirt
Wash Care
Machine Wash