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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 Jacket s TXzklO 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 [ Kurti Kala Jacket Solid Shop The with Printed offwhite Short Cotton Cabmric Women For Women 4KnbVu
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A nice winter collection for every age
Brand
sanvi traders
Product Code
APPWOMEN-S-JACKSANV112767C3E22BF7
Color
Multi
Size
M
Material
Polyester
Occasion
Casual
Pattern
Printed
Sleeve
Others
Fit
Regular
Type
Winter Jackets
Gender
Women
Wash Care
Dry Clean