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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)
Women Casual Light s Green Sleeveless Printed Top Cattleya 3VeXQbO Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Women Casual Green Sleeveless Top s Light Printed Cattleya ZxdcH Cite as: Stripe Cold Printed Womens Bfly Shrug Shoulder YXLlOQ
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Leather Up Faux Zip ZAFUL Skirt Floral Embroidered OskTNzHjpa
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Go for an elegant look in this top from Cattleya. This dress is perfect for day and night outing and for any occasion. Team it up with heels and accessories for a complete look.
Brand
Cattleya
Product Code
APPCATTLEYA-CASCATT338006F66BEA9E
Color
Brown
Size
M
Material
Georgette
Occasion
Party
Pattern
Printed
Sleeve
Sleeveless
Neck Type
Round Neck
Fit
Regular
Type
Tops
Gender
Women
Set Contents
1 Pc Top
Wash Care
Machine Wash
Style Code
NCT 033