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References & Citations

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)
Skirts Pleated Brown M Short Skater Leather High Waist Sexy Color Skirt PU Solid Mini Women BwKB8cz Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Solid Color PU Waist Mini Pleated M Skater Brown High Women Short Leather Skirt Sexy Skirts caFUFtqI Cite as: Machine Jacket Casual Flying Women oAvumj9uB
[cs.CL]
  (or Mens Skinny Fit Blue Kozzak Stretchable Casual Jeans YmxB6gEJq
[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

Feature:

Style: Euramerican Style

Clothes Type: Women High Waist PU Leather Skater Mini Skirt Solid Color Sexy Short Skirts

Material: PU Leather

Notice:

Due to the different monitor and light effect;the actual color maybe a slight different from the picture color

Please allow 2-4cm differs due to manual measurement

Asian Size is smaller than EU/US/UK size;Please compare the detail sizes with yours before purchasing. 

Size Waist Length

S: 61cm-65cm 34cm

M: 66cm-70cm 35cm

L: 71cm-80cm 35cm

Include:

1 x Skirt

Product Code
APPWOMEN-HIGH-WFLYI629304F1EEF042
Color
Brown
Size
M
Material
Blended
Occasion
Casual
Pattern
Solid
Type
Assymetric
Gender
Women
Set Contents
1 x Skirt
International Product
World Store