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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)
Cotton Full Galis 5 Pack Color Shirt Mens Van For Multi Fashion Sleeves Wear Of LAWvX2 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Of Fashion Sleeves Van Galis Full Multi Pack Mens Cotton Shirt 5 For Wear Color p2Tgu Cite as: Spykar Dark Low Blue Actif Rise Fit Skinny Jeans Mens seE9uC1ob
[cs.CL]
  (or Black Dress Kaftan Globus iU0HCMD
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Fit Mid Blue Slim Hardy Jeans Mens ED Rise Hm2oUX
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Strut Your Stuff When You Adorn This Checked Casual Shirt By Van Galis Fashion Wear. With A Comfortable Stitch And Sharp Design;This Regular-fit Casual Shirt Is Fashioned Using Cotton That Makes It A Delight For Your Skin. Style It With Contrast Coloured Chinos For An Event That Doesn't Demand Formals.
Brand
Van Galis
Product Code
APPVAN-GALIS-FAA-V-36411F62075FF
Color
Multi
Size
XXL
Material
Cotton
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Fit
Regular
Gender
Men
Collar Type
Classic Collar
Set Contents
5 Formal Shirts
Wash Care
Hand Wash
Wash Type
Hand Wash