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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)
s Green Ankle Tights Length Cotton American Women Elm qiUq2wd Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Tights Elm Cotton Ankle Length American Women s Green 4rtGuz5uo Cite as: arXiv:1805.11080 [cs.CL]
  (or Christys Comfort Cotton 100 Shorts HqLTfzg
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ TShirts 5 Printed ComboPack Cotton Womens IndiWeaves and TShirt Plain of 9M2QfX9YdM
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Look Stylish And Trendy By Wearing These Ankle Length Leggings That Come From American-Elm. Made From A Cotton, These Leggings Are Comfortable And Versatile. You Can Team These Leggings With A Smart Top To Look Smart.
Brand
American-Elm
Product Code
APPAMERICAN-ELMMADH44741868E3B4D
Wash Care
Hand Wash;Machine Wash
Wash Type
Stone Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Color
Green
Size
L
Material
Cotton
Pattern
Solid
Fit
Slim
Gender
Women