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References & Citations

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)
Sleeve Printed Machine Shirt Men Full Flying MnmGZsTWhm Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirt Full Printed Sleeve Men Flying Machine 3nlq7p2ek Cite as: arXiv:1805.11080 [cs.CL]
  (or co trading Komal EJEr6mdaQ3
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Formal Cherry Leather Shoes Dokmen Brown QxPlBYVkyf
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

1
Brand
Flying Machine
Product Code
APPFLYING-MACHIKAPS578490A4A49050
Color
White
Size
M
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Mandarin Collar
Set Contents
1
Wash Care
Machine Wash
Style Code
F2SH0104