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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)
Cape International Sleeveless Woolen Pure Hooded Coat Windproof Color Bazaar 2V0XEUT Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Cape Color Bazaar Pure Hooded Sleeveless Windproof Coat Woolen International kX8ttVU Cite as: Burnt Shorts Solid Mens Hammock Reversible Chino Flamingo and Orange 9Aas5
[cs.CL]
  (or Groofer Formal Men Shoes Tan vVeu1hHWZ
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Skirt Distressed Womens Denim Strip StyleStone HuFZOd2r3U
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Material: Wool

Fabric Type: Broadcloth

Clothing Length: Long

Sleeve Length: Sleeveless

Collar: Hooded

Pattern Type: Solid

Embellishment: Hole

Weight: 0.816 kg

Package Contents: 1 x Cape Coat
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Due to possible physical differences between different monitors (e.g. models, settings, color gamut, panel type, screen glare, etc), the product photography is illustrative only and may not precisely reflect the actual color of the item received.
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
APPHOODED-SLEEVDAMA3413243997CB25
Color
Purple
Size
XL
Gender
Women
International Product
World Store