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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)
Shorts s Chino Self Men Designed Showoff Black Z0Y5lW6 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Showoff Designed Shorts Black Chino s Self Men HyaKJA0P Cite as: arXiv:1805.11080 [cs.CL]
  (or LooseFitting Sleeve Stylish Womens Spliced Thin Cardigan Collarless Long MMpOk7
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Jegging Camel Xpose Cotton Z4LG6
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Showoff
Product Code
APPSHOWOFF-MEN-SHOW2463122709142
Color
Black
Size
36
Material
Cotton
Occasion
Casual
Rise
Low
Pattern
Self
Fit
Slim
Gender
Men
Set Contents
1
Style Code
Diamond1_black