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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)
Shir Belt Fashionable High Skirt Solid for Women Color Asymmetric Slit Side ADcJpcL Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Slit Solid High for Side Asymmetric Shir Skirt Fashionable Belt Women Color l2nYkz Cite as: arXiv:1805.11080 [cs.CL]
  (or Women Lattice Tartan Long M Coat WH Sleeve Cardigan Jacket Blouse Outwear Top yjjvvK
[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

Material: Polyester

Fabric Type: Broadcloth

Length: Floor-Length

Silhouette: Asymmetrical

Pattern Type: Solid

Elasticity: Nonelastic

With Belt: Yes

Weight: 0.173 kg

Package Contents: 1 x Skirt
Style and Fit Disclaimer:

We can guarantee that the overall style displayed in the photography is accurate, however there may be differences in how the style appears during wear. This depends on other physical variables, e.g. personal body size, body shape, limb proportion, height, etc.
Product Code
APPFASHIONABLE-DAMA3413244B34F8C7
Color
Grey
Size
M
Material
Polyester
Gender
Women
International Product
World Store