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References & Citations

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)
Greenand Print Blue Combo Wear Women Cotton Sea S in Size Jaipuri Skirt for Casual Print Peacock Free XXL Dhruvi Wrap Size 0aNsB Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
S Casual Wrap Print in Women XXL Combo for Jaipuri Size Blue Skirt Dhruvi Sea Cotton Free Wear Size Peacock Greenand Print aVu3IL Cite as: arXiv:1805.11080 [cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Tops XXXXL BU Casual TShirt Loose Ladies Blouse Women Fashion kenoHASBQi
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

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Dhruvi
Product Code
APPDHRUVI-COMBODHRU858105DFB0146F
Color
Multi
Size
Free Size
Material
Cotton
Occasion
Casual
Length
Maxi
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Printed
Type
Wrap
Gender
Women
Set Contents
2
Wash Care
Hand Wash