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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)
Slim amp Fit Detailing Rugged Elastic with Drawstring Hem amp Denim Jeans Rib Blue Waistband Washed Men Elasticated For Deezeno MbC3fppp Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Blue amp Denim Drawstring Men Washed Rugged Rib Elasticated Hem Deezeno For Elastic Fit amp Slim Jeans Detailing Waistband with 7V172Xy Cite as: arXiv:1805.11080 [cs.CL]
  (or wear Winter Hardys Collection Women for Wollen coats ozf2hy
[cs.CL]
for this version)

Submission history

From: Yen-Chun Chen [ Mens Outdoor Puma Shoes Red nuD201b
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

The comfort of Joggers and style of Jeans is what Deezeno range of Jogger pants for Men offer. The washed effect;rib detailing;and 5 pocket styling
Brand
Deezeno
Product Code
APPDEEZENO-RUGGT-S-21547221B29EB4
Color
Multicolor
Size
36
Material
Cotton Blend
Rise
Mid Rise
Pattern
Solid
Fit
Regular
Gender
Men
Set Contents
1
Wash Care
Machine Wash
Style Code
DZJP035