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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)
Women Jean Pepe Casual Jeans s jRhKhpgcPS Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Skater Women Candy Color cottonblend Plain Mini Pleated Flared Skirt Stretch Waist Red e7X0OtOITZ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Pepe Jeans Women's Casual Jean
Brand
Pepe Jeans
Product Code
APPPEPE-JEANS-WSETU201043BEA5EA68
Color
Blue
Size
26
Material
Cotton
Rise
Others
Length
Ankle Length
Pattern
Solid
Fit
Others
Type
Jeans
Gender
Women
Set Contents
1
Wash Care
Hand Wash
Article Identifier Type
EAN Code
Article Identification Value
8903872852604
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