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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)
Elastic for Active Through Tank See Twinset Waist Capri Leggings Women Top Stripes U Neck M1onhwog Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Fit Tshirts Cotton Navy Spykar Womens Regular FAkFG3nOr
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Style: Active

Length: Capri

Material: Cotton,Polyester

Fabric Type: Broadcloth

Fit Type: Skinny

Waist Type: Mid

Closure Type: Elastic Waist

Pattern Type: Others

Pant Style: Pencil Pants

Elasticity: Elastic

Weight: 0.188 kg

Package Contents: 1 x Tank Top, 1 x Leggings
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
APPACTIVE-U-NECDAMA3413245A5BEF28
Color
Black
Size
L
Material
Cotton
Gender
Women
International Product
World Store