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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)
Archer Fit Men Rise s Jeans Blue American Mid Slim uTy70EPl0m Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ TShirt IndiWeaves 2 of Pack Girls Cotton Niewy8j1
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Create a style revolution and make the rest jot down fashion tips from you every time you step out, wearing these jeans from American Archer. Made from cotton Denim Fabric these jeans feel soft against the skin and will be comfortable all day long. These Slim fit Lycra jeans can be teamed up with a plaid shirt and a pair of sneakers to complete your stylish look
Brand
American Archer
Product Code
APPAMERICAN-ARCCANA21503380F5D47
Color
Blue
Size
36
Material
Cotton Blend
Rise
Mid Rise
Pattern
Washed
Fit
Slim
Gender
Men
Set Contents
1
Wash Care
Machine Wash
Wash Type
Enzyme Wash
Style Code
AAFD_1849_1_BLUE_36