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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)
Large XX s Black Shiny Tights Lycra Outlet Shining Girls Length Trasa Women Ankle Brand cBpuJ4r Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Cotton For Multicolor Of Vimal 2 Womenpack Trackpants qwIr1tJFm
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Product Details

Brand
Trasa
Product Code
APPTRASA-SHININTRAY6140453C73D7D5
Color
Black
Size
XXL
Material
Nylon
Length
Ankle
Pattern
Solid
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Women
Set Contents
1
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Hand Wash
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ShiningBlack