Pan Liu

Crash Risk Prediction Guided by Large Language Models Using Pre-Crash Trajectories

This study develops a crash risk prediction model at the individual vehicle level by leveraging the reasoning capability of large language models (LLMs). Instead of using the LLM itself for online prediction, the proposed framework converts LLM reasoning into structured supervision and distills it into a lightweigh...