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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)
Men Jeans Mid Cotton Vudu Rise s ZCvRvQe0f Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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  (or Full Round Womens Neck Sleeves Chase Top Solid Miss Crop Grey baPDcQ6pfI
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for this version)

Submission history

From: Yen-Chun Chen [ Sutra Stripes Womens Campus Trackpant Chfjki6
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Vudu Men's Mid Rise Slim FitBlue Clean Look Stretchable Jeans
Brand
VUDU
Product Code
APPVUDU-MEN-S-CVUDU2488576F80DB5B
Color
Blue
Size
36
Material
Cotton
Occasion
Casual
Rise
Mid Rise
Pattern
Solid
Fit
Slim
Wash Care
Machine Wash
Wash Type
Stonewashed
Disclaimer
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