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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)
Linen Violet Fit Shirt Medium Contemporary Raymond FhRRcK8 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Contemporary Fit Linen Raymond Violet Shirt Medium YUZ8SvJWmb Cite as: Slim Blue Fit Casual Shirt Checkered Mens Buffalo jw87Xe4dzx
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Sport Men Arrow Shirt Casual lsd1YO8
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Adding classy appeal with the textured finish;this violet formal shirt from Raymond will heighten your on-duty style to the fullest. This comfortable 100% linen shirt is soft against the skin and assures you breathability too. Featuring a chest pocket for added functionality;it will go well with beige trousers and shoes.
Brand
Raymond
Product Code
APPRAYMOND-MEDIRAYM602824D9F480A6
Color
Purple
Size
39
Material
Linen
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Machine Wash
Style Code
RMSA07152-V5