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IncidentResponseGPT: Generating Traffic Incident Response Plans with Generative Artificial Intelligence
Traffic congestion due to road incidents poses a significant challenge in urban environments, leading to increased pollution, economic losses, and traffic congestion.
Integrating Large Language Models for Severity Classification in Traffic Incident Management: A Machine Learning Approach
Incorporating features from language models with those directly obtained from incident reports has shown to improve, or at least match, the performance of machine learning techniques in assigning severity levels to incidents, particularly when employing Random Forests and Extreme Gradient Boosting methods.
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