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Applications of natural language processing in construction

Ding, Yuexiong; Ma, Jie; Luo, Xiaowei*
Science Citation Index Expanded
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摘要

In the construction industry under "Industry 4.0", Natural Language Processing (NLP) has been widely used to process and analyze text data to achieve construction intelligence. However, there lacks a comprehensive review of NLP application in construction-related areas, raising bar of research entry and setting obstacles for the rapid development in this fields. Ninety one NLP-related research articles in construction-related fields were retrieved to conduct a scientometric analysis using CiteSpace and VOSViewer, and summarized from the perspectives of anchordatasets/data sources, technologies/tools, and applications and progress. The results show that data isolation causing non-reproducibility of research is one of the severe problems to be solved. Besides, pure NLP application studies will no longer meet the future industry development needs and more cross-modal interdisciplinary research based on the end-to-end pre-trained neural network model framework is needed. This study helps readers gain an in-depth understanding of the NLP application and development in construction.

关键词

Natural language processing Artificial intelligence Scientometric analysis Construction research Industry 4 0