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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)
s Estrolo and Men Amoeba Narrow Fit Packed Jeans Cut vLR6aXiuu0 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Fit People Jeans Mid Slim Black Rise Mens mZM6a1WF1
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

This piece has 6 irregular amoeba shaped cuts across the denim which are packed with another denim fabric. Its fashionable and stylish and does not go overboard. Give it a try !
Brand
ESTROLO
Product Code
APPESTROLO-AMOEESTR6124299AF0C582
Color
Multi
Size
34
Material
Cotton Blend
Rise
Mid Rise
Pattern
Washed
Fit
Slim
Disclaimer
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