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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)
Knit Shoulder Off Top cZWKxxoV0 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Womenpack Vimal 2 Trackpants Of Multicolor Cotton For WcZKgahv2R
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[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

The solid dark pink top comes with a minimalist pattern. The off shoulder top features a layered bodice and long sleeves that add to the sleek style. Pair it with white pants for the perfect smart casual look.
Brand
Globus
Product Code
APPOFF-SHOULDERGLOB702347782B92AD
Color
Pink
Size
XL
Material
Polyester
Occasion
Party
Pattern
Striped
Sleeve
Full Sleeves
Neck Type
Boat Neck
Fit
Regular
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Article Identification Value
3019602
Style Code
W17CWT193B