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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)
Graphic Neck T Hotfits Shirt Women Pink Round Print 2WcbyMenHW Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women Pink T Hotfits Print Round Neck Shirt Graphic UGAjI1k9 Cite as: arXiv:1805.11080 [cs.CL]
  (or Womens Bellies Lush Party Premium Wear Girls Trendy Bellies Design 7yzdUBnd
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Formal Shirt42 Greenfibre Dobby Regular Fit Grey Light 6ODJHbjJ
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
HOTFITS
Product Code
APPHOTFITS-GRAPHOTF249438D87B3BCC
Color
Pink
Size
S
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Wash Care
Machine Wash
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