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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)
Globus Sleeve Ruffled Top Bell SiZbS Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Bell Ruffled Globus Sleeve Top fGsImMhh Cite as: Kayadeals Shirt Mens Red Casual ePfLVoFky
[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

Keep it fashionable and casual with the Globus Ruffled Bell Sleeve Top. This top in black and white can be paired with black jeans and a leather handbag.
Brand
Globus
Product Code
APPGLOBUS-RUFFLMALH7023473F306743
Color
Grey
Size
XS
Material
Polyester
Occasion
Casual
Pattern
Striped
Sleeve
Full Sleeves
Neck Type
Boat Neck
Fit
Slim
Type
Tops
Gender
Women
Set Contents
1
Wash Care
Machine Wash
Article Identifier Type
EAN CODE
Article Identification Value
3016430
Style Code
W17CWT130B