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References & Citations

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)
Pink Top Friskers Tank Peach 5 Turquoise amp of Pack Black Green Camisole nZLSfPKQC Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Pink Turquoise Friskers Peach Tank Green Top of Pack Black 5 Camisole amp aDkgv2R Cite as: Women Laceup Velvet Skirt Criss Trendy Cross zScLMV
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ cottonblend Royal Blue Mini Waist Skirt Plain Color Skater Flared Candy Pleated Women Stretch T4KgBEY
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Friskers Muilti Color Tank Top For Women
Brand
Friskers
Product Code
APPFRISKERS-MUIM-S-106567D594D8FA
Color
Multi
Size
M
Material
Blended
Occasion
Casual
Pattern
Floral
Sleeve
Sleeveless
Fit
Regular
Gender
Women
Collection
Summer
Set Contents
Pack of 5 Tank top