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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)
Orange Women Huetrap Solid Fit Blazing s Tights Skinny fiNjp87 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Blazing Skinny Women Solid s Fit Huetrap Tights Orange Icpui Cite as: cotton shortSet 4 trending of House Candy JvVW49vi
[cs.CL]
  (or Allen Red Shirt Solly 1u7EuASxl1
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Alien Oversized Pattern Sweatshirt Women Cool Black Crop Autumn Winter N6dj845Lv7
]
[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-WOMEHUET676395FCDC4D45
Color
Orange
Size
M
Material
Blended
Length
Ankle
Pattern
Solid
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
HT14WKSLGBZO00182