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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)
Shirt Allen Blue Solly G57I7a2 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Pack Cotton Capri Men Of 2 Multicolor Vimal For Q5Y8rMJeo
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Look classy and stylish for your weekends in this blue shirt from Allen Solly. Tailored for a sport fit;this shirt is crafted from cotton with a hint of stretch. Team it with blue denims and sneakers for an evening with your friends.
Brand
Allen Solly
Product Code
APPALLEN-SOLLY-ADIT50996E7F4C592
Color
Blue
Size
42
Material
Cotton Blend
Pattern
Solid
Sleeve
Half Sleeves
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
EAN CODE
Article Identification Value
8907741290962_z
Style Code
AMSH517G005082