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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)
Allen Blue Shirt Solly qXDCO Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Blue Solly Allen Shirt n2A9nADb Cite as: Ball Long Sleeve Blouse Base Long Women Fashion New TShirt Casual wFlmx
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  (or Color Out Turn Cut Long Blouse Down Pure Button Design Sleeve Women Collar Chiffon Chic HeWKa5
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for this version)

Submission history

From: Yen-Chun Chen [ For Casual Fashion Striped White Women Flax Top 1trBt
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Give a classy update to your business look with this blue shirt from Allen Solly. Tailored in a slim silhouette;this design is crafted from cotton. Don this full sleeve shirt with navy trousers and Oxfords for a conference meeting.
Brand
Allen Solly
Product Code
APPALLEN-SOLLY-ADIT50996AC2B66A
Color
Blue
Size
38
Material
Cotton
Neck Type
Spread Collar
Fit
Slim
Gender
Men
Wash Care
Machine Wash
Article Identifier Type
EAN CODE
Article Identification Value
8907587960128
Style Code
AMSF517G04159