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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)
WOMEN LEATHER JUSTANNED BIKER S JACKET i7b53EJxW 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 [ and Printed White Tree Cotton Red Tunic Rain Color 7VHOus7
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

This rich leather moto jacket by Justanned features three outside zipper pockets;longzippered sleeves;a sharp stand up collar with a snap button and matte black zip fastening.
Brand
Justanned
Product Code
APPJUSTANNED-WOJUST226961D7C47E2
Color
Blue
Size
XL
Material
Polyester
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Type
Winter Jackets
Gender
Women
Wash Care
Dry Clean
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