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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)
snake top Women print Brx310 Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women snake top print ZV4DW Cite as: Long Sleeve Store Loose Coat Solid LL Cardigan Thin i0OCA
[cs.CL]
  (or Collection Sweatshirt Christys Winter l8VAcj
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Allen Solly Grey Shirt 6cRj0
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Women Snake Print Top With Button Placket And Chest Pockets. Note: Colour May Vary Slightly Due To Lighting Effect.
Brand
Oxolloxo
Product Code
APPWOMEN-SNAKE-OXOL2345230EB898F
Wash Care
Machine Wash
Disclaimer
Actual Colors may vary slightly from the photograph
Color
Grey
Size
S
Material
Polyester
Occasion
Casual
Pattern
Printed
Sleeve
3/4th Sleeves
Neck Type
Classic Collar
Fit
Regular
Gender
Women