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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)
Carlo Shrug Monte Casual Women HPhYMoIFN Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Oxford for Black Lucca Chisel Shoes Toe Up Lace Zenyataa Men 7oup6G
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Monte Carlo Women Casual Shrug
Brand
Monte Carlo
Product Code
APPMONTE-CARLO-KAPS578490B3FA029F
Color
Red
Size
L
Material
Cotton
Occasion
Casual
Pattern
Solid
Type
Shrugs
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
218041291FO-2 Red