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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)
Regular Fit Womens Dark Blue Spykar Cotton Tops 7B5G8EwNUa Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Regular Cotton Blue Tops Fit Womens Spykar Dark eH5CZGY Cite as: arXiv:1805.11080 [cs.CL]
  (or kiez top womens casual Tu2Kph
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Cotton Track Restless Pants Lycra And Blue ByCbB
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Spykar Womens Cotton Dark Blue Regular Fit Tops
Brand
Spykar
Product Code
APPSPYKAR-WOMENSETU2010433B80854A
Color
Blue
Size
M
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Neck Type
Classic Collar
Gender
Women
Set Contents
1
Wash Care
Hand Wash
Style Code
WTP-01AG-082