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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)
Waistcoat Faux Flower Applique Fur Cropped S98VQnW Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Faux Applique Flower Fur Waistcoat Cropped 7K5ebIz Cite as: arXiv:1805.11080 [cs.CL]
  (or Sports Patchwork Lace Color Fashionable Ladies Up Shoes Solid Breathable 3uZbk3
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ York Multi Acrylic Shrug Club VGrNI4K
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description









  • Faux fur cropped vest featuring a simple design with front embroidered flower applique and concealed hook closure in front;making it an essential layering piece for the season.





  • Material: Polyester





  • Shirt Length: Short





  • Collar: V-Neck





  • Pattern Type: Floral





  • Thickness: Thick





  • Embellishment: Appliques





  • Weight: 0.384 kg





  • Package Contents: 1 x Waistcoat





























Product Code
APPFLOWER-APPLIBARG7565622AFC6F1E
Sales Package
1 x Waistcoat
Sleeves
Sleeveless
Color
Black
Size
XXL
Material
Polyester
Type
Summer Jackets
Gender
Women
International Product
World Store