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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)
Slim Fit s Mid Integriti Blue Jeans Rise Men bHmESd Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Rise Blue Men Mid Integriti s Slim Fit Jeans G6FHQjfR Cite as: Girls Branded Casual Striped and Womens Tshirt Half Neck U Sleeve for RcH3K7
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Blue Jeans Mid Mens Rise Fit Arrow Slim sW5PO
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Material:Cotton;Color:Blue;Pattern:Solid;Fit:Slim;Wash Care Instructions: Garment may be laundered through the use of hottest available water;detergent or soap;agitation;and a machine designed for this purpose.
Brand
Integriti
Product Code
APPINTEGRITI-MEKKCL52937371780ED4
Color
Blue
Size
38
Material
Cotton
Rise
Mid Rise
Pattern
Solid
Fit
Slim
Gender
Men
Set Contents
1
Wash Care
Machine Wash
Style Code
E-RCKLS-KJR-281 SLMFT DMX