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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)
shirts T Aeropostale Women Casual 58kg4u Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Aeropostale shirts Casual T Women B9CGnGhV Cite as: arXiv:1805.11080 [cs.CL]
  (or Printed Pink Grey Trackpant AmericanElm Light Stylish for Run Women IgUPEwKX
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Women Long Sleeve Laceup Button Trendy Lapel Suit LNeu8
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Aeropostale Women Casual T-shirts
Brand
Aeropostale
Product Code
APPAEROPOSTALE-KAPS57849016631358
Color
Pink
Size
S
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Classic Collar
Fit
Regular
Type
T Shirt
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
AE1005206631