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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)
Embroidered top Womens Orange Jollify FJlAaAB Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Jollify Womens Orange top Embroidered 754ELPdeAN Cite as: Clog in Crocs Swiftwater Leather Grey Men 3LYv9P
[cs.CL]
  (or poly womens Kritikas cotton shrug new for 0G66NgPxP2
[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

size details- s-(36), M(38), L(40), XL(42), XXL(44) INCH Brust Trendy and appealing, this top from Jollify exclusive collection will surely impress fashionable women. This Top will surely add unique charm to your casual as well as party look. Made from crepe, this top will help you stay relaxed all day long.
Brand
Jollify
Product Code
APPJOLLIFY-ORANSCS-220537F336752
Color
Pink
Size
S
Material
Rayon
Occasion
Casual
Pattern
Solid
Sleeve
3/4th Sleeves
Neck Type
Round Neck
Fit
Regular
Type
Tops
Wash Care
Machine Wash
Disclaimer
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