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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)
Shrug ENTEASE I97wMSa Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shrug ENTEASE vJhSVUpvR Cite as: Levis Cotton Skinny Jeans Fit Grey Mens Ky37NHP
[cs.CL]
  (or Globus Striped Top Drop Shoulder j4Zv798k7i
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Tank Black Colour Top Womens Huetrap blast DyTMeS
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Brand
Entease
Product Code
APPENTEASE-SHRUAWAR77731D8B0C4C
Set Contents
1 Shrug
Color
Multi
Size
XXL
Material
Georgette
Fit
Regular
Type
Shrugs
Gender
Women