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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)
Fashion Size Cult 26 Blue Cotton Capris Sw8lJbdN Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Fashion 26 Size Cult Cotton Capris Blue 3jMHNu7G Cite as: Nomad Violet Formal Cotton Urban Poly Shirt wVM0Jk8K
[cs.CL]
  (or ComboPack IndiWeaves 5 Printed TShirts and Womens TShirt of Plain Cotton DrDnv2QGNq
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Sweater Casual Knitting Warm Womens KH Sleeve S Long Winter Pullover usfH9uvY
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Brand
FASHION CULT
Product Code
APPFASHION-CULTANY-1289C717308
Disclaimer
Actual Colors may vary slightly from the photograph.
Color
Multi
Size
26
Material
Cotton
Length
Medium
Pattern
Printed
Fit
Slim
Type
Sports
Gender
Women