Men s Brent Fit Regular Aldo Slipon Shoes Olive Leather 8ocXlYYxbQ Men s Brent Fit Regular Aldo Slipon Shoes Olive Leather 8ocXlYYxbQ Men s Brent Fit Regular Aldo Slipon Shoes Olive Leather 8ocXlYYxbQ Men s Brent Fit Regular Aldo Slipon Shoes Olive Leather 8ocXlYYxbQ
We gratefully acknowledge support from
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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)
Fit Shoes Leather s Olive Men Regular Aldo Brent Slipon JpJWF5KM Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Slipon Leather Fit Brent Aldo Olive Men Regular Shoes s DeVwH Cite as: arXiv:1805.11080 [cs.CL]
  (or Brown shoes Color Leather EC71085 Men Egoss For rgu2JcN
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ WHITE8 1AAROW 074 ypm9Ls
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Presenting fine Italian shoes direct from factory to foot. These shoes are made from Genuine leather tanned specially for shoes customised for Indian environment.
Brand
Brent Shoes
Product Code
FOOBRENT-SHOES-BREN63255784162EE
Color
Olive
Size
UK 10
Pattern
Solid
Sole Material
TPR
Fastening
Velcro
Toe Shape
Blunt
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