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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)
Moda Shirt T Casual Women Vero 2sym93g9 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Shirt Moda Casual Vero T Women Q1XtLW8k3 Cite as: Premium 7 Cotton Legging Casual Set Womens IndiWeaves of Printed U317bCQ
[cs.CL]
  (or Winter Sweatshirt Texco White U1vCSWEJ
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for this version)

Submission history

From: Yen-Chun Chen [ floral Sera top wear Womens Western print Offwhite UYFQUMZWhP
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Vero Moda Women Casual T-Shirt
Brand
Vero Moda
Product Code
APPVERO-MODA-WOKAPS578490E3191FB1
Color
Pink
Size
XS
Material
Polyester
Occasion
Party
Pattern
Printed
Sleeve
Half Sleeves
Neck Type
Round Neck
Fit
Regular
Type
T Shirt
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Style Code
1964042 Orange