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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)
Stretchable Jeans of Fit Men Slim 2 s Pack BUKKL combo JkFkKEl Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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[cs.CL]
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for this version)

Submission history

From: Yen-Chun Chen [ Rise Slim Mens Blue Jeans Mid Buffalo Fit xMEjXY9uv
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Recreate your fashion sense by wearing these pair of blue coloured denims from BUKKL. Featuring washed-whiskered effect and classic 5 pocket styling that comes together with a perfect slim fit pattern that gives them a sharp look. The cotton spandex fabric of these jeans promises great stretchability and comfort all day long. Even the fitting is created such that stretch does not feels strained on Thighs and you get ultimate comfort. Team them best with a contrast printed T-shirt, sneakers and a jacket.
Brand
BUKKL
Product Code
APPBUKKL-COMBO-BUKK69471C98E2A2B
Color
Multicolor
Size
30
Material
Cotton
Rise
Mid Rise
Pattern
Solid
Fit
Slim
Wash Care
Machine Wash
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings