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Recent Trends in Deep Learning Based Natural Language Processing

delete2018-08-01
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PRE
AI
T
Tom Young
D
Devamanyu Hazarika
S
Soujanya Poria
E
Erik Cambria *
DOI:10.1109/MCI.2018.2840738delete
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摘要

摘要

En 中文
Deep learning methods employ multiple processing layers to learn hierarchical representations of data, and have produced state-of-the-art results in many domains. Recently, a variety of model designs and methods have blossomed in the context of natural language processing (NLP). In this paper, we review significant deep learning related models and methods that have been employed for numerous NLP tasks and provide a walk-through of their evolution. We also summarize, compare and contrast the various models and put forward a detailed understanding of the past, present and future of deep learning in NLP.
Keyword:
DYNAMIC MEMORY NETWORKS
SENTIMENT ANALYSIS
NEURAL-NETWORKS
REPRESENTATIONS
PREDICTION
SYSTEMS
MODELS
ASK
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期刊

IEEE Computational Intelligence Magazine 封面图
IEEE Computational Intelligence Magazine
IF:
11.2
论文数:
606
被引数:
3.1K

机构

B
beijing institute of technology
学者数:
5.5W
论文数: 4.0W
被引数: 63
N
Nanyang Technological University
学者数:
4.9W
论文数: 4.8W
被引数: 8.1W
N
National University of Singapore
学者数:
7.6W
论文数: 6.5W
被引数: 11.4W
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