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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)
Pencil Waist M Skirt Office Skirts Bodycon Breasted Women Black Side Fashion Single OL Open High 08Q0kpHR Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Breasted Skirt Bodycon High Fashion Single Pencil Office Open Skirts OL Waist Side M Women Black 9TTjlNEp Cite as: arXiv:1805.11080 [cs.CL]
  (or Slash Sleeve Basic Neck PulloverSkyblue Plaid Cotton Shoulder the Long Off MM3nrUJfpR
[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:

100% Brand New!

Style: Euramerican Style

Clothes Type: Fashion Women Office Bodycon Pencil Skirt High Waist Side Single Breasted Open OL Skirts Plus Size 5XL

Material: Chinlon

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.

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Product Code
APPFASHION-WOMEFLYI6293042F10DFB1
Color
Black
Size
M
Material
Blended
Occasion
Casual
Pattern
Solid
Type
Bodycon
Gender
Women
Set Contents
1 x Skirt
International Product
World Store