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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)
Jean Solid Jeans Men Pepe n30JvS3Z1 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Orange Spykar Fit Tshirts Womens Regular Cotton xSIZa
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Pepe Jeans Men Solid Jean
Brand
Pepe Jeans
Product Code
APPPEPE-JEANS-MSETU20104357B86511
Color
Multicolor
Size
36
Material
Cotton Blend
Rise
Low Rise
Pattern
Solid
Fit
Super Slim
Gender
Men
Set Contents
1
Wash Care
Machine Wash
Style Code
PIMD200115-SMOKE BL