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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)
For Tank Of Pack Tops Vimal Women 2 Multicolored jf2evb Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women 2 For Of Multicolored Tank Tops Vimal Pack K1w5WZ Cite as: Huetrap Womens Tank Top brand printed 7pzQffs
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Flying Rise Fit Mid Mens Grey Slim Machine Jeans W9Or8eO
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Vimal presents quality;comfortable tank tops with digital print at a very affordable price and a wide range of selection
Brand
Vimal
Product Code
APPVIMAL-MULTICMACK5396172DBB4CF
Color
Multi
Size
S
Material
Cotton
Occasion
Casual
Pattern
Printed
Neck Type
U-Neck
Type
Tops
Gender
Women
Set Contents
2
Wash Care
Hand Wash