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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 Skinny Shocking Solid Fit Huetrap Women s Pink wgEKYdl Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
s Huetrap Fit Women Pink Skinny Shocking Tights Solid V41qxQP2u Cite as: arXiv:1805.11080 [cs.CL]
  (or ColumbusSpainNavyMustard yMyPE
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Sweater Fashion Knitted Cross White Long Bandage Womens Sleeve Zude4
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Skinny Fit Black Solid Leggings Stay one step ahead in style with this pair of classic leggings from Huetrap which make you look as lovely as you feel. This pair of black leggings proclaims your passion for fashion as it gives out a classy yet casual chic look. Team this with either a silk tunic or even a summery cotton shirt along with a pair of heels to go for the evening dinner. You can also opt for flats if you're just having fun with your friends over lunch!
Brand
Huetrap
Product Code
APPHUETRAP-WOMEHUET6763954F2FF732
Color
Pink
Size
XS
Material
Blended
Length
Ankle
Pattern
Solid
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
HT14WKSLGSKP00186