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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)
3 Grey Light Elasticated Millange Drawstring 4th Beevee Pant With RmZJn7ijS3 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
3 Beevee Drawstring With Grey Elasticated Millange 4th Light Pant pxxTdLM Cite as: arXiv:1805.11080 [cs.CL]
  (or Christys Comfort Shorts Cotton 100 YXgCVYDB
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Short Mini Skirt High Skirts Women Safty Red Pleated Spring Waist Summer we0tuAiCzr
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Beevee Knits Solid Light Grey Millange Elasticated 3/4th Pant With Drawstring
Brand
Beevee
Product Code
APPBEEVEE-LIGHTBEEV105817CCA8E0A6
Color
Light Grey
Size
XL
Material
Knit
Occasion
Casual
Gender
Men
Set Contents
1
Wash Care
Hand Wash;Machine Wash;Machine Wash;Hand Wash
Style Code
Kbr16ltgreymillange