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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)
Women T Shirt Casual Jeans Pepe djVzT Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
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Submission history

From: Yen-Chun Chen [ Casual Grey Advice Shoes AlYIK
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Pepe Jeans Women Casual T-Shirt
Brand
Pepe Jeans
Product Code
APPPEPE-JEANS-WKAPS578490BFF6C5A1
Color
Yellow
Size
M
Material
Cotton
Occasion
Casual
Pattern
Striped
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Slim
Type
T Shirt
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
EAN Code
Article Identification Value
8907557161203
Style Code
PILK100002-YELLOW