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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)
Huetrap s Tights Fit Skinny Printed Patterned Women QWnVMYc8Cp Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Skinny s Patterned Printed Women Fit Tights Huetrap nRljJc6Z Cite as: for Jacket Fasnoya Leather Women MUg7aDo
[cs.CL]
  (or Size44 Dupion Mens Khoday Shirt BLUEColour Full Hands Williams Poly CuXDhQ
[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

Up your legging game with this cute pair of printed leggings. The comfort offered by this versatile pair gives you the freedom to live strong and bold in the urban jungle. Get moving;pair this fun and flirty pair with a crop top and patent leather sneakers. This scintillating zebra print leggings will make you the cynosure of attention. It's sure to make the wearer the object of desire and envy. The wildlife pattern is a cool fashion statement. You can pair light shades of blue;charcoal;ash-gray and yellow tops with this pair of animal printed leggings.
Brand
Huetrap
Product Code
APPHUETRAP-WOMEHUET676395F284CA8F
Color
Purple
Size
L
Material
Blended
Length
Ankle
Pattern
Printed
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
HT14WKPLGLVR00334