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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)
Moon Women Top Tank Of White Pack 2 s A8Frxt4 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
2 Pack Top Tank White Moon s Of Women 3eht8Kfg45 Cite as: arXiv:1805.11080 [cs.CL]
  (or Black TShirt Cotton Hypernation u6golO7Uwc
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Casual Cotton Shirt Slim Fit Speak Turquoise K7fuKRlL2
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
White Moon
Product Code
APPWHITE-MOON-WEASY6739743DA6E144
Color
Multi
Size
M
Material
Cotton
Occasion
Formal
Pattern
Solid
Neck Type
U-Neck
Fit
Regular
Type
Tops
Gender
Women
Set Contents
2
Wash Care
Machine Wash
Style Code
WM_1501_2PC_30