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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)
Jeans Stretchable Falcon Dark Blue American IfYDCJU Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or Striped Lemon Formal Griffel Shirt Mens PkwKu
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for this version)

Submission history

From: Yen-Chun Chen [ Size 032Black 10 Walking Jogging Unistar Shoes hPp1z2CRTP
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
AMERICAN FALCON
Product Code
APPAMERICAN-FALDAFF79802021A65241
Color
Blue
Size
30
Material
Cotton Blend
Rise
Mid Rise
Pattern
Solid
Fit
Slim
Wash Care
Gentle Wash
Disclaimer
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