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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)
Silver Reliance RIO Sweaters Trends by Women a3DfdXZ Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
by Silver Trends RIO Women Sweaters Reliance Bshkixfvct Cite as: Fit Mens REALM Regular Jeans Mid Rise Blue ibZXguril
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ view email ]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

RIO by Reliance Trends Women Silver Sweaters
Brand
Rio by Reliance trends
Product Code
APPRIO-BY-RELIARELI8073765838E9A
Color
Grey
Size
M
Material
Blended
Occasion
Casual
Pattern
Check
Sleeve
Full Sleeves
Type
Sweaters
Gender
Women
Set Contents
1
Style
Other
Wash Care
Machine Wash
Style Code
440703551_metsilver