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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)
And Black Sport Shoes Red Chazer aj4JA Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Sport Chazer Shoes Red Black And 6MBndcrD Cite as: Men Formal Brown Shoes Cooper Lee dcBc23rq
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Submission history

From: Yen-Chun Chen [ Paragon Sport Men Black Shoe CKER6vjYy
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Team these Nike sports shoes with a printed tee paired with sweatpants to finish your jogger look. To keep pace with your active lifestyle, the shoes have been designed with contemporary style, innovative finishes and sturdy materials, so that you just can t wait to lace.
Brand
Chazer
Product Code
FOOCHAZER-BLACKCONC2068320E3C496
Color
Black
Size
UK 6
Material
Synthetic
Type
Running
Sport
Running
Sole Material
PVC
Toe Shape
Round
Upper Material
Synthetic