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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)
Heusen Slim Purple Cotton Van Shirts XjMpH Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Blue Regular Men Shirts Fit ColorPlus jyhguVS
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Win your boardroom battles in style with this textured purple shirt from V Dot by Van Heusen. Tailored for a slim fit;this design is crafted from fine cotton. Don this full sleeve shirt with navy trousers and Derbies to seal your deal.
Brand
Van Heusen
Product Code
APPVAN-HEUSEN-CADIT5099668D128A7
Color
Purple
Size
39
Material
Cotton
Occasion
Formal
Pattern
Printed
Neck Type
Classic Collar
Fit
Regular
Gender
Men
Style Code
VDSF517E03128