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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)
Tights Sizzlacious Shimmer FtDIJG Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shimmer Sizzlacious Tights 0igViWFm Cite as: Shirts Blend Cut Polyester Away Blue Sleeve Solid Slim Full NextLook Fit gHUNxt
[cs.CL]
  (or Sky UL03 Number Slim henley Jockey Blue Sleeve Style Short fit Melange DN7CLqJAi
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ For Multicolor of Fashion Fuego 3 WomenPack Sweatshirt Wear feL98
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Sizzlacious offers these Silver coloured leggings that are all you need to mix and match your favourite tunics. Made from Shimmer, these leggings will keep you at great ease all along.
Brand
Sizzlacious
Product Code
APPSIZZLACIOUS-SVR-78641DC8AEF90
Color
Grey
Size
XL
Material
Blended
Length
Ankle
Pattern
Solid
Gender
Women
Set Contents
1
Wash Care
Hand Wash