Identification of Hydraulic Engineering Construction Accident Causes Using Instruction Tuning and Structured Prompting in Large Language Models

Abstract

AbstractIdentifying the causes of accidents in hydraulic engineering construction is crucial for preventing recurrences and enhancing safety management. However, traditional methods relying on expert knowledge are often time-consuming, labor-intensive, ...Practical ApplicationsAccident investigations in hydraulic engineering construction often rely on expert judgment, which can be time-consuming and inconsistent, especially when dealing with large volumes of records. This study provides a practical tool—...