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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)
Slim Casual Mens Black Fit Navy Shirts Spykar py5BRPct Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Fit Casual Slim Shirts Mens Spykar Black Navy Px0os Cite as: TShirt Vero Moda Women Casual bSieXX
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Cotton Fullsleeves Blue Shirt Formal SlimFit COPPERLINE Checked wY9modVP
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Spykar Mens Black Navy Slim Fit Casual Shirts
Brand
Spykar
Product Code
APPSPYKAR-MENS-SETU20104397C0C483
Color
Multi
Size
XL
Material
Cotton
Occasion
Casual
Pattern
Checks
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Cutaway Collar
Hood
No
Set Contents
1
Wash Care
Machine Wash
Style Code
MSH-01AG-ES-045