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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)
Navy Dungaree BuyNewTrend Women Lycra For Cotton Skirt Cw8RcJ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Dress Style Elastic Waist Skirt Band Bohemian Linen Camey Maxi Long Womens Cotton 66iJlFU
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Trendy and appealing;this dungaree skirt without top from BuyNewTrend collection will surely impress fashionable women. This knee length skirt will surely add unique charm to your casual as well as party look. Made from cotton lycra;this skirt will help you stay relaxed all day long. Length- 39 Inches
Brand
BuyNewTrend
Product Code
APPBUYNEWTREND-DIMP8120570752A6D
Color
Multi
Size
M
Material
Cotton
Occasion
Casual
Length
Mini
Pattern
Printed
Type
Skorts
Gender
Women