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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)
Blue JadeBlue s Fit Rise Men Jeans Mid Slim c1rTE5 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Slim Fit Yellow Casual Spykar Shirts Mens 3gggB
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Featuring a criss cross kind of wash around the knee area;this dark blue jeans by JadeBlue is ultra comfortable and stylish. Pair it with a smart casual shirt or a polo and go on to your routine gathering with friends.
Brand
JadeBlue
Product Code
APPJADEBLUE-DARJADE371575A93E880
Color
Blue
Size
40
Material
Cotton
Rise
Mid Rise
Pattern
Washed
Fit
Slim
Gender
Men
Set Contents
1
Wash Care
Dry Clean
Style Code
6DFM_40