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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)
Hi Sneakers Court Series Puma Modern Citi jnrJS4ZG1 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Puma Citi Court Series Modern Sneakers Hi YBi9uwLsJp Cite as: Women and Gym Sports Navy Blue Shoes Training Walking Pink Mesh And BRiiX Running uxXnJH
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Printed Tees NpG9n3
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Puma
Product Code
FOOPUMA-MODERN-SHRI3303804BC69292
Color
Brown
Size
UK 11
Material
Synthetic Leather
Type
Classic
Sport
Sneakers
Sole Material
TPR
Article Identifier Type
EAN
Article Identification Value
35892403
Product Dimension (In CM)
13x9x66 (LxBxH)
Style Code
35892403