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References & Citations

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)
Striped Pack 2 Jonney Vimal Multicolor s Of Men Shorts Kr8Wkbk8l Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Heusen Shirt Blue Van LnWGtNcwW
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
VIMAL JONNEY
Product Code
APPVIMAL-JONNEYMACK539617B1E40FD
Color
Multi
Size
S
Material
Cotton Blend
Occasion
Casual
Rise
Mid
Pattern
Striped
Fit
Regular
Type
Shorts
Gender
Men
Set Contents
2
Wash Care
Hand Wash