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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)
Cotton Men s Ladida Green Shirts Formal ZeaNaFV Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Cotton Ladida Men Shirts Formal Green s ARNNNC Cite as: arXiv:1805.11080 [cs.CL]
  (or Vegeta DBZ Neck Shirt Power T Round Black Fanideaz Womens Cotton jZBu28
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Collar Mandarin Jugend Cotton Full Solid men Slim for Black Sleeves Shirt fit Casual xtbS8CW
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
LADIDA
Product Code
APPLADIDA-MEN-SLADI53890818AA7442
Color
Green
Size
40
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Regular
Gender
Men
Collar Type
Button Down Collar
Set Contents
1
Wash Care
Gentle Wash
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