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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)
Men Zido Blue Blue Solid cotton s Shirt GZ1385 for 9nFP7 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
GZ1385 Shirt Zido Solid s Blue Men for Blue cotton EAoiSWJ Cite as: arXiv:1805.11080 [cs.CL]
  (or Men Shoes Sparx Casual Navy Orange Blue SM386 XqOqK6KQGe
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

A contemporary-solid design in a slim silhouette makes this blue shirt from Zido effortlessly classy and sharp. Cut in soft cotton fabric for unmatched comfort;it is finished with an Ainsley collar for added grace. Pair it with flat-front trousers and Derbies.
Brand
Zido
Product Code
APPZIDO-BLUE-COFORE477376B93257E
Color
Blue
Size
42
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Fit
Slim
Gender
Men
Collar Type
Button Down Collar
Set Contents
1
Wash Care
Machine Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Style Code
GZ1385_Blue