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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)
Sports Shorts Nikker Super Mens 22K Shorts poly White 1FZum Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Set of Womens Casual 7 Cotton IndiWeaves Printed Legging Premium 0GilE
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

General

Brand
22K
Product Code
APP22K-MENS-SUP22KA218268B05A339D
Color
White
Size
39
Material
Polyester
Occasion
Casual
Rise
12
Pattern
Plain
Fit
Regular
Wash Care
Machine Wash;Hand Wash
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