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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)
Blended Top Women By Yellow DNMX Trends Reliance zRSGx9R Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ IndiWeaves Cotton of Girls 3 TShirt Pack 3zJJg1
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
DNMX By Reliance Trends
Product Code
APPDNMX-BY-RELIRELI80737D66F90E0
Color
Yellow
Size
L
Material
Blended
Occasion
Casual
Pattern
Striped
Sleeve
Half Sleeves
Neck Type
Classic Collar
Fit
Regular
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
EAN CODE
Article Identification Value
8907498859108
Style Code
440742455_yellow