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Recent Trends in Deep Learning Based Natural Language Processing
IEEE Computational Intelligence Magazine, 2017Deep learning methods employ multiple processing layers to learn hierarchical representations of data and have produced state-of-the-art results in many domains.
Tom Young +3 more
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Pre-trained models for natural language processing: A survey
Science China Technological Sciences, 2020Recently, the emergence of pre-trained models (PTMs) has brought natural language processing (NLP) to a new era. In this survey, we provide a comprehensive review of PTMs for NLP.
Xipeng Qiu +5 more
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Book Reviews: Foundations of Statistical Natural Language Processing
International Conference on Computational Logic, 1999Statistical approaches to processing natural language text have become dominant in recent years. This foundational text is the first comprehensive introduction to statistical natural language processing (NLP) to appear.
Christopher D. Manning, Hinrich Schütze
semanticscholar +1 more source
Retrieval-Augmented Generation for Natural Language Processing: A Survey
arXiv.orgLarge language models (LLMs) have demonstrated great success in various fields, benefiting from their huge amount of parameters that store knowledge. However, LLMs still suffer from several key issues, such as hallucination problems, knowledge update ...
Shangyu Wu +10 more
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Natural Language Processing for Dialects of a Language: A Survey
ACM Computing SurveysState-of-the-art natural language processing (NLP) models are trained on massive training corpora, and report a superlative performance on evaluation datasets.
Aditya Joshi +6 more
semanticscholar +1 more source
A unified architecture for natural language processing: deep neural networks with multitask learning
International Conference on Machine Learning, 2008R. Collobert, J. Weston
semanticscholar +1 more source
Foundations of Statistical Natural Language Processing
Information retrieval (Boston), 2001P. Kantor
semanticscholar +1 more source

