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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)
Blue Slim RG Cotton Formal Fit Designers Shirt Solid Royal JXoxZT5INR Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Running DP Men Puma Atom III Shoes GreyBlue kYOOx3ZvFb
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Look smart in this formal shirt from RG.Created in enriched cotton fabric with a slim fit;This is stylish and classy;ensures great comfort all day long. This full-sleeved shirt can be best teamed with a pair of trousers;jeans;chinos and lace-ups.
Brand
RG Designers
Product Code
APPRG-DESIGNERSRAJ-148911C5D1796C
Color
Blue
Size
40
Material
Blended
Occasion
Formal
Pattern
Solid
Sleeve
Full Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Classic Collar
Set Contents
1
Wash Care
Hand Wash
Style Code
RGDSSC122313-RoyalBlue