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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)
Heusen Blue Van Shirt qIy0Z Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirt Blue Van Heusen nE5FLjzW Cite as: Top Mayra o5ZOZV
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Jeans Buffalo Slim Low Mens Rise Blue Fit t6gmH0K
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Redefine your casual appeal with this blue shirt from Van Heusen. Tailored for a slim fit;this printed shirt is crafted from cotton. Team it with brown trousers and Derbies to complete your look.
Brand
Van Heusen
Product Code
APPVAN-HEUSEN-BADIT50996C897C963
Color
Blue
Size
39
Material
Cotton
Occasion
Casual
Pattern
Printed
Sleeve
Full Sleeves
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Set Contents
1
Wash Care
Machine Wash
Style Code
VSSF318S009947