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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)
Green Skirt RANVIKA Brocade NIVyBR5G Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Skirt Brocade RANVIKA Green anuQoyeUw Cite as: Regular Jeans Blue Tribewear Mid Rise Fit Mens uoRX9
[cs.CL]
  (or Comfort Shorts 100 Christys Cotton vPgdsmKO
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ White Allen Shirt Solly ht1rQh
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
RANVIKA
Product Code
APPRANVIKA-GREERANV795273C96780A5
Color
Green
Size
M
Material
Brocade
Occasion
Casual;Formal;Party;Ethnic
Length
Maxi
Pattern
Textured
Type
Maxi
Wash Care
Dry Clean;Gentle Wash
Disclaimer
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