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References & Citations

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)
Fit Stretchable Rise Mid s Shaded Men Blue Slim Premium Stylish Light Stylox Jeans J8Iv12 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Rise Blue Jeans Slim Mid Mens Fit BUKKL UNrz1bFC
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
Stylox
Product Code
APPSTYLOX-MEN-SAM-A216301450AF3EB
Color
Multicolor
Size
30
Material
Denim
Occasion
Casual
Rise
Mid Rise
Fit
Slim
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