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References & Citations

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)
The Lace Top Vanca Up With Front Color In Fuchsia GiWTCtzCPN Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Sera Womens Top western wear Lace trim tBrwqCXk39
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Fuchsia in colour;this top features a V-neck with a lace-up design and half sleeves. It is made from double georgette fabric.
Brand
The Vanca
Product Code
APPTOP-IN-FUCHSTHE-20141D7B0497B
Color
Pink
Size
XL
Material
Polyester
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Designed By
The Vanca
Article Identifier Type
Ean Code
Article Identification Value
8907217133854
Style Code
TSF400860