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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)
Skinny Jeans Wash Dark Super Cotton Blue Aeropostale ACaKDujT Subjects: Computation and Language (cs.CL) ; Artificial Intelligence (cs.AI); Machine Learning (cs.LG)
Skinny Blue Aeropostale Cotton Super Dark Jeans Wash qnKZ5z3p Cite as: Co Fit Biker The Garage Womens Indian Slim Jackets NCab34
[cs.CL]
  (or arXiv:1805.11080v1 [cs.CL] for this version)

Submission history

From: Yen-Chun Chen [ Tailored Dark Red Shirt Fit Colorplus aXnxC
]
[v1] Mon, 28 May 2018 17:49:10 GMT (552kb,D)

Description

These super-skinny jeans by Aeropostale are destined to become the backbone of your casual wardrobe. They're impeccably washed for a lived-in appeal. Style them with a camp-collar shirt and low-top sneakers.
Brand
Aeropostale
Product Code
APPAEROPOSTALE-ARVI763657BBA82826
Color
Blue
Size
28
Material
Cotton
Rise
Mid Rise
Pattern
Washed
Fit
Skinny
Gender
Men
Set Contents
1
Wash Care
Gentle Wash
Style Code
DEOP8408KSP