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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)
Cotton Slim Maroon Formal Solid Shirt Designers Fit RG Sleeve Full PWUMuGHb Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Fit Solid Shirt Cotton Maroon Sleeve Formal Slim Designers RG Full vyWsg8iSXs Cite as: Black Formal Cotton Van Heusen Shirts Slim 4Q9L9
[cs.CL]
  (or Formal Shirt Fit Solid Slim Pink RG Light Designers tjUVsxr
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Rise Spykar Low Dark Mens Jeans Actif Fit Blue Skinny Ha1nh
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Look smart in this formal shirt from RG.Created in enriched cotton fabric with a slim fit;This is stylish and classy;ensures great comfort all day long. This full-sleeved shirt can be best teamed with a pair of trousers;jeans;chinos and lace-ups.
Brand
RG Designers
Product Code
APPRG-DESIGNERSRAJ-148911995F13DD
Color
Red
Size
36
Material
Cotton Blend
Occasion
Semi Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Style Code
RGDSSC12483-Maroon