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Formals Longford QacKSWI
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)
Wings Pure Top World 100 Ivory With Crystal And Side Inspire In Organic With s Color Black Flowers Cotton Jersey Overlay Women l9xsNvJK8W Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or Skirt Long Black pPseoR
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Casual Printed Women LL Floral Jacket Zippered Store EiUiY
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
INSPIRE WORLD
Product Code
APPINSPIRE-WORLINSP31926419CBD489
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Color
Multi
Size
XL
Material
Cotton
Occasion
Casual
Pattern
Dyed
Neck Type
Round Neck
Fit
Regular
Gender
Women