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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)
Half Men Shirts Red Mint Blue Tape Casual Sleeve Solid 2k1El3JhXV Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirts Solid Mint Tape Sleeve Red Casual Half Blue Men ZIBen8kRU Cite as: Perforated SlipOns Men amp Mast Harbour GN84DYUsn1
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  (or Fashion Long Solid TopsBlack VNeck Cold Sleeve Women Shoulder 0WXeSX8Dxr
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for this version)

Submission history

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

Description

Experiment with your off-duty style and look perfect wearing this mint blue coloured casual shirt from Red Tape. The woven heathered effect and embroidered brand logo on left chest;this half-sleeved shirt is a wardrobe must-have. Styled with a regular collar for classic touch;this shirt is a worthy pick. Impeccably designed with a blend of 55% linen and 45% cotton;this shirt comfortable to wear with a pair of jeans and sneakers.
Brand
Red Tape
Product Code
APPRED-TAPE-MENRED-25097955D88D8F
Color
Blue
Size
XL
Material
Cotton
Occasion
Casual
Pattern
Solid
Sleeve
Half Sleeves
Neck Type
Classic Collar
Fit
Regular
Gender
Men
Collar Type
Spread Collar
Set Contents
1
Wash Care
Hand Wash
Article Identifier Type
EAN Code
Article Identification Value
8903144334647
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings
Style Code
RSH6484