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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)
Skirt Brown Women Regular s Kastiel Printed ysN2Bo Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Kastiel Women s Skirt Brown Printed Regular VFuVh5J Cite as: Chiffon ONeck Women Cold Sleeve Shoulder Ruffle Solid Long Blouse Or2Q89Q
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Submission history

From: Yen-Chun Chen [ Top Blue Mayra vqi6Irl
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
KASTIEL
Product Code
APPKASTIEL-PRINSAMI7815355EFF1A10
Color
Brown
Size
Free Size
Material
Cotton
Occasion
Casual
Length
Maxi
Pattern
Printed
Type
Straight
Gender
Women
Wash Care
Normal Wash
Style Code
KSK1044