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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)
Women Fasnoya Jacket s Leather tRs0CFl8R Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Be ready to get compliments and stay comfortable wearing this faux leather jacket for women from Fasnoya. The rivet detailing and stylish zip detailing make this jacket look fashionable and super trendy. Made from faux leather;this slim-fit jacket is light in weight and fine in quality.
Brand
Fasnoya
Product Code
APPFASNOYA-WOMEFASN666054E70BED8
Color
Black
Size
L
Material
Polyester
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Fit
Comfort Slim
Type
Seasonal Jackets
Gender
Women
Set Contents
1 x Jacket
Wash Care
Dry Clean
Style Code
womens-leather-jacket-paywjkt147