... Flowchart of the research methodology. Source: Authors’ own work Construction safety Text classification Large language models (LLMs) Parameter-efficient fine-tuning (PEFT) Ensemble methods Natural Science Foundation of Shandong Province ZR2023QG168 http://dx.doi.org/10.13039...

...Yu Gao; Tak Wing Yiu; Xuesong Shen; Vivian W.Y. Tam Purpose With accelerating advances in artificial intelligence ( AI) and digital transformation, the construction domain is rapidly adopting large language models (LLMs) to improve efficiency, safety and sustainability. However, a comprehensive...

... influences the adoption of Large Language Models (LLMs) in architectural structural design. A total of 144 professionals participated in structured training, with pre- and post-training assessments measuring changes in technology acceptance using the unified theory of acceptance and use of technology (UTAUT...

... greatly benefited safety experts in their assessments of risks. Large language models (LLMs), such as ChatGPT, may provide significant advantages in occupational safety professionals’ risk assessment processes. LLMs enable them to quickly access information, generate reports, analyze data and provide...