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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)
Heusen s Men Knit Fashion Van Shorts IkKqgmP Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Heusen Knit Van Shorts Fashion Men s jZbdiZi Cite as: arXiv:1805.11080 [cs.CL]
  (or Womens Polyester Sleeve Cotton Neck Round Half TShirt 6thcross Casual 0nczhfx1tP
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Oversized Floral Sweater ZAFUL Embroidered v8fE7JEV5M
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Brand
Van Heusen
Product Code
APPVAN-HEUSEN-MADIT509962A28CE5
Color
Grey
Size
L
Material
Blended
Pattern
Solid
Gender
Men
Set Contents
1
Wash Care
Machine Wash
Style Code
50002