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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)
Boston Ivy Blended Comfort Shirts Blue OPnD3 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Blended Boston Blue Comfort Shirts Ivy aU9Y2fyCzT Cite as: Blue Van Formal Fit Slim Cotton Heusen Shirts bfnqjA
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Men Espadrilles Shoes Adel Leather For UK BLACK 10 P1TxPMbv
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Keep it simple yet sophisticated with this textured blue shirt from Ivy Boston by Planet Fashion. Made from a poly-cotton blend;this comfort fit design features full sleeves. You can wear it with a pair of black trousers and Derbies when you head to work.
Brand
IVY BOSTON
Product Code
APPIVY-BOSTON-BADIT50996741E117D
Color
White
Size
42
Material
Blended
Occasion
Formal
Pattern
Printed
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Wash Care
Machine Wash
Article Identifier Type
Ean Code
Article Identification Value
8907165056182
Style Code
IBSFS17EC10026