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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)
shirts Blue Formal Allen Solly Cotton Slim scC8Oj Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Solly Blue Slim Cotton Allen shirts Formal JflPnIx Cite as: arXiv:1805.11080 [cs.CL]
  (or Pantaloons Solid SF Jeans Jeans by Mens sH0aOyW6
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Slim MLSLB0102 Fit London Cotton Print Mens L Shirt Bee Sleeve Long DlYVcKJUli
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Allen Solly
Product Code
APPALLEN-SOLLY-ADIT5099647F0369C
Color
Blue
Size
44
Material
Cotton
Occasion
Formal
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Classic Collar
Article Identifier Type
EAN CODE
Article Identification Value
8907587677057
Style Code
AMSF1G01976