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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)
for Full Black Remanika color Sleeves Knited womens Jacket fabric v7wx8IN Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Baosity Multicolor Hula Luau Hawaiian Grass Dancer 80cm Tropical Skirt 6dOpZPD
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Revamp your wardrobe for the summer as you wear this Black coloured Jacket from the house of Remanika. This jacket is extremely stylish and will upgrade your fashion quotient in an instant. This jacket can be worn over a spaghetti top and can be further accessorised with chunky jewellery.
Brand
Remanika
Product Code
APPREMANIKA-BLAREMA24777C0A093D1
Key Features 1
Knited
Color
Black
Size
XS
Material
Cotton
Occasion
Others
Pattern
Solid
Sleeve
Others
Fit
Slim
Type
Winter Jackets
Gender
Women
Set Contents
1 Jacket
Wash Care
Machine Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Style Code
SKFLAS