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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)
multi wear crepe top party Mayra guP8uXkg Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
top party Mayra crepe multi wear 6SRCKHOA9 Cite as: arXiv:1805.11080 [cs.CL]
  (or Womens Woodland Casual OBLUE Loafers svuMjXvFOZ
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Bellies Indirang Multi oUFRQKJ9o5
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
Mayra
Product Code
APPMAYRA-PARTY-GAUR304431F5FC071
Color
Multi Color
Size
XL
Material
Crepe
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Neck Type
Boat Neck
Fit
Regular
Type
Tops
Wash Care
Dry Clean;Hand Wash
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