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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)
Men Shirt Jeans White Striped Pepe CLVEK7Te Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirt Men Striped White Jeans Pepe xHYYr Cite as: arXiv:1805.11080 [cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Women TShirt Loose Pleated Casual O Sleeveless TopsDark Solid Hem Gray Neck yWSrs
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Pepe Jeans
Product Code
APPPEPE-JEANS-MKAPS578490B49BB2FA
Color
White
Size
XL
Material
Cotton
Occasion
Casual
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Solid
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Full Sleeves
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Spread Collar
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Regular
Gender
Men
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Spread Collar
Set Contents
1
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Hand Wash
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