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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)
Colourblocked Short for Top Women Zink Sleeves Fitted London gT8okHkx Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Jeans Slim Urbano Mens Fashion Fit Dark Stretch Jogger Blue 3woo9j
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Zink London
Product Code
APPZINK-LONDON-ZINK38212E46D8B02
Color
Black
Size
S
Material
Polyester
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Round Neck
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Hand Wash
Style Code
T00535