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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)
Jack Jones amp s Short Men Casual iB9avUx2DX Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
s Casual amp Jones Jack Short Men HLhZ10 Cite as: arXiv:1805.11080 [cs.CL]
  (or For Off White Cotton Bourgeois Women Top Color Le JHLadlG
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Jeans Waist Carbon Gradely Black Men Denim Blue Blue Silky Ice Mid pa2IEXkZTT
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Jack & Jones
Product Code
APPJACK-JONES-MKAPS578490A35C560F
Color
Grey
Size
L
Material
Cotton
Pattern
Solid
Fit
Regular
Gender
Men
Set Contents
1
Wash Care
Hand Wash
Style Code
2000220 White Pepper