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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Lace Front T V Neck Short Stripes Shirt Up Sleeve Pullover Op6NN3 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ Cotton Girls 2 TShirt of Pack IndiWeaves BP7i1rSJ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

  • Material: Polyester, Cotton
  • Style: T-Shirt
  • Pattern: Stripes
  • Color: Blue
  • Sleeve Style: Regular
  • Neckline: V Neck
  • Sleeve Length: Short Sleeve
  • Clothing Length: Regular
  • Fit Style: Fitness
  • Season: Spring, Summer
  • Lace Up Stripes Short Sleeve Pullover T-Shirt, comfortable to wear, make you more fashionable, suitable for casual wearing.
  • Package Content: 1 x Women T-Shirt
  • Our Model Information: Height 175cm, Bust 90cm, Waist 60cm, Hip 90cm
  • Due to different factories come into different SIZE standard, please refer your measurement from our Size Guide, not the tag comes with products. The color of the actual item may vary slightly from the above images, thanks for your understanding.
Product Code
APPLACE-UP-FRONBETT56809553C925AE
Color
Blue
Size
M
Gender
Women
International Product
World Store