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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)
Washed Crew Ruse Neck Bio Tee Hamsa Women Black Metal s Cotton mQS38EqK5I Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Ruse Bio Cotton Women Crew Metal Black Hamsa Tee Washed Neck s CJPXOx Cite as: arXiv:1805.11080 [cs.CL]
  (or Pullover Shoulder Autumn Off Womens Fashion Loose Casual Top Sweatshirt yWQsE
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Blue Levis Rise 511 Jeans Slim Low Fit Mens qmEsxlK
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

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Brand
Ruse
Product Code
APPRUSE-WOMEN-SRUSE4017171ADF724
Key Features 1
Material: Cotton (Bio Washed)
Key Features 2
Specially Designed For Women's Who Wants to Look Trendy
Key Features 3
Style:- Basic Black Crew Neck Tee with Metal Hamsa Print on Front
Color
Black
Size
M
Material
Cotton
Occasion
Casual
Pattern
Geometric
Sleeve
Half Sleeves
Fit
Regular
Gender
Women
Set Contents
1 Crew Neck Tee
Wash Care
Machine Wash
Designed By
Ruse
Disclaimer
Product color may slightly vary due to photographic lighting sources or your monitor settings