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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)
s Jeans s Levi Fit Slim Black Men Mid Rise IQPH3 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Levi s Fit Slim Men Jeans s Rise Black Mid FkyQNL Cite as: Womens digital printed Multi Skirt Wear FASHION Stiched VHBC21 Color VH Crepe QCaj3DDMb
[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ Peach Heusen Shirt Van Jfu2c
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Levi's Mens Black Cotton Slim Fit Jeans
Brand
Levi's
Product Code
APPLEVI-S-MENS-DRIV242458B4F70C2A
Color
White
Size
30
Material
Cotton
Rise
Mid Rise
Pattern
Solid
Fit
Slim
Gender
Men
Set Contents
1
Wash Care
Hand Wash
Article Identifier Type
Ean Code
Article Identification Value
6901935894181
Style Code
18298-0121