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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)
Pack s Ankle American 2 Women Of Length Multicoloured elm Tights Cotton EJYcaFW6 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Tights Ankle Multicoloured American 2 Of Women Length s Cotton elm Pack Ej9yDiJ0 Cite as: Sanvi Jacket Womens Traders 4cP0sAdrzq
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Womens Top Wear Mayra Party 8qXJ0lylbM
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
American-Elm
Product Code
APPAMERICAN-ELMMADH447417F58FFE9
Color
Black
Size
L
Material
Cotton
Length
Ankle
Pattern
Solid
Gender
Women
Set Contents
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Wash Care
Machine Wash