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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Jacquard Sweater Crimsoune Club Blue Navy 8GGkT Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Sweater Jacquard Club Blue Crimsoune Navy cuqtUo1uT Cite as: Women Teal Lavie Footwear rcRwd
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Orange Tights Net AmericanElm Womens Viscose Cotton Dark GOX1B
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Jazz Up Your Winter This Season With Crimsoune Club s Perfectly Cut Sweater That Has Been Tailored With cotton Fabric That Will Make Your Skin Fall In Love With It. Team Up This Sweater With Denims Or Trousers For A Cool Look.
Brand
Crimsoune Club
Product Code
APPCRIMSOUNE-CLMANG548803C6F69277
Color
Blue
Size
M
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Others
Fit
Slim
Gender
Women
Style
Other