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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)
Stand Zipper Long Pocket Ladies Design Sleeve Collar for Casual Shirt T ayknIGD Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
for Ladies Pocket Casual Collar Sleeve T Long Zipper Design Shirt Stand NyVhZs Cite as: for Ladies Hooded Coat Zipper Type Sleeve Fashion Drawstring Long Fs8QOUez
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Plaid Hem Hoodie ArcShaped WeOCT9H
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Material: Cotton Blends;Polyester

Fabric Type: Broadcloth

Clothing Length: Regular

Sleeve Length: Full

Collar: Stand-Up Collar

Style: Casual

Pattern Type: Solid

Elasticity: Elastic

Weight: 0.266 kg

Package Contents: 1 x T-Shirt
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
APPCASUAL-STANDDAMA34132476C65C45
Color
Maroon
Size
XL
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
3/4th Sleeves
Neck Type
Classic Collar
Gender
Women
Set Contents
1 x T-Shirt
International Product
World Store