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Journal Articles

Classifying construction accident reports with parameter-efficient fine-tuned LLMs and ensemble methods

Jun Wang, Jing Li, Shujie Wu, Ziyi Qu, Martin Skitmore, Nicholas Chileshe, Leyuan Ma

Engineering, Construction and Architectural Management 1–29.

https://doi.org/10.1108/ECAM-12-2025-2035

Published: 06 May 2026

View article titled, Classifying construction accident reports with parameter-efficient fine-tuned LLMs and ensemble methods

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Journal Articles

Classifying OSHA construction accident reports: leveraging ensemble learning and lightweight large language models (l-LLMs)

Jun Wang, Shujie Wu, Ziyi Qu, Jianhong Shen, Shoeb Ahmed Memon, Martin Skitmore, Leyuan Ma

Engineering, Construction and Architectural Management 1–28.

https://doi.org/10.1108/ECAM-08-2025-1273

Published: 30 December 2025

View article titled, Classifying OSHA construction accident reports: leveraging ensemble learning and lightweight large language models (l-LLMs)

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Journal Articles

Automatic classification of construction accident reports using BERTopic-GLDA approach

Jun Wang, Ziyi Qu, Shujie Wu, Martin Skitmore, Leyuan Ma

Engineering, Construction and Architectural Management 1–30.

https://doi.org/10.1108/ECAM-04-2025-0692

Published: 25 December 2025

View article titled, Automatic classification of construction accident reports using BERTopic-GLDA approach

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