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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)
Purple Casual Solly Cotton Allen Slim Shirts X4kDJ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ shirt cotton black Men Ladida white formal for ePrqv
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Allen Solly
Product Code
APPALLEN-SOLLY-ADIT50996ACDAF676
Color
Multi
Size
38
Material
Cotton
Occasion
Casual
Pattern
Checks
Sleeve
Half Sleeves
Neck Type
Classic Collar
Fit
Slim
Gender
Men
Collar Type
Spread Collar
Article Identifier Type
EAN CODE
Article Identification Value
8907587678351
Style Code
AMSH1G01959