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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)
DJ Blue amp Shirt Solid Fit Formal C Slim JEA2egs2T5 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
C Blue Formal DJ Fit Shirt amp Solid Slim 7f97pd2JBx Cite as: Dark Women Poncho Hooded Asymmetric Blouse Loose Grey Batwing cWYFL8s
[cs.CL]
  (or Fleece Campus And Hoody Sutra Cotton Blue ylPJDP
[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

Get ready for the board meeting by wearing this simple yet classy shirt. It flaunts a solid pattern which complements the tie or bow look quite well. Teaming it up with a pair of trousers is a good idea.

  • Specific Fabric: 67% Linen & 33% Cotton
  • Closure Type: Button
  • Cuff Style: One Button Barrel
  • Model is 6'2 & is wearing Size M
Brand
DJ&C
Product Code
APPDJ-C-BLUE-SOBIG-323393B57BC90B
Pockets
1 Chest Pocket
Color
Blue
Size
S
Material
Linen
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Classic Collar
Wash Care
Machine Wash
Article Identifier Type
EAN Code
Article Identification Value
8907515473775