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We gratefully acknowledge support from
the Simons Foundation
and member institutions
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)
Green Acrylic Being Jacket Fab t1BaJPdvn9 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Embroidered Men Zipper Jeans LL Pocket Patch Store vJ2j87z
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Stay Warm And Cosy With This Shrug Designed By Being Fab To Keep U Warm In Winters And Also Carry Your Style Along When You Are Out.
Brand
Being Fab
Product Code
APPBEING-FAB-GRBEIN2116752953B58
Wash Care
Wash with Similar Colors, Use Detergent for Colors
Color
Green
Size
S
Material
Blended
Occasion
Casual
Pattern
Solid
Sleeve
Full Sleeves
Fit
Comfort
Gender
Women