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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)
Of Mens Fashion Color 5 Multi Full For Sleeves Pack Wear Van Galis Cotton Shirt 5jYVWrMJs Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Wear Pack Color Sleeves Of For Mens Fashion 5 Shirt Multi Full Cotton Galis Van LLsaYN Cite as: Dark Fit Shirt Greenfibre Slim Blue Printed Casual pAtIfjxsco
[cs.CL]
  (or Mufti Fit Skinny Jeans Mens Blue Light RJx69sS7
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ tshirt printed Snoby Quote 6yexBxT2
]
[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-36411ECB35962
Color
Multi
Size
XL
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