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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)
Shrug Multi s Georgette Ruhaan iSH1YyFQw Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Skirt Wear Office Grey OL Womens Office 4 Skirt Skirt Pencil Skirt Casual Dark nbkQ3AvUM
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Ruhaan's Women Shrug
Brand
Ruhaan's
Product Code
APPRUHAAN-S-MULSHIN5851036C08321
Wash Care
Machine Wash
Style Code
AK_7503
Color
Multi
Size
XL
Material
Georgette
Occasion
Casual
Pattern
Printed
Sleeve
Half Sleeves
Fit
Regular
Type
Shrugs
Gender
Women