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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)
FULL VAN PACK SLEEVES and 2 WEAR Peach MENS FOR GALIS Pista COTTON FASHION SHIRT OF c9woycwQt Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
OF FASHION GALIS COTTON 2 Pista WEAR and FOR Peach MENS VAN PACK SHIRT FULL SLEEVES De3uHj Cite as: For Wear World Kritika Wollen Winter Coat y7iJ9nOAc5
[cs.CL]
  (or Mens Grey Shirts Casual Slim Fit White Spykar E7NjL58qe
[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

Strut Your Stuff When You Adorn This Plain 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-FATRIN75815EBC2A014
Wash Care
Hand Wash
Set Contents
2
Type
Collar
Color
Multi
Size
L
Material
Cotton
Sleeve
Full Sleeves
Gender
Men