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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)
s Pack of Fashion Blue Urbano Men Jeans Fit 2 Slim Stretch 3IVt02u Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Blue Fit Urbano Pack Jeans of 2 s Stretch Men Slim Fashion LQdGQZtD Cite as: Shorts Hotfits Combo Mens Multicolour xhp389aSDT
[cs.CL]
  (or Patched Sweatshirt Flower Crop ynlXUykB
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Fit Slim Lycra Canary Blue Super Jeans London Sev536Hg
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

Urbano Fashion pack of 2 Blue slim fit jeans offers style with comfort. Made with high-quality material of cotton lycra and superior stitching for excellent fit;comfort and a stylish look. Pleasantly affordable considering a compelling price for best quality. The jeans are durable and resistant against wear and tear making it last long. They can be paired with any Urbano Fashion shirt or t-shirt for the perfect casual or party wear look. Set Contents: Pack of 2 Jeans
Brand
Urbano Fashion
Product Code
APPURBANO-FASHIIMPE166717A5977FA4
Color
Blue
Size
30
Material
Cotton
Pattern
Solid
Fit
Slim
Gender
Men
Set Contents
Pack of 2 Jeans