PsychoAgent claims to predict individual panic during disasters by simulating psychological chains with LLMs, but its evaluation is weakened by selective screening and a circular BERT verification loop.
LLM answer: Stay safe everyone! The hurricane is getting stronger—winds up to 155 km/h now
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Psychology-driven LLM Agents for Explainable Panic Prediction on Social Media during Sudden Disaster Events
PsychoAgent claims to predict individual panic during disasters by simulating psychological chains with LLMs, but its evaluation is weakened by selective screening and a circular BERT verification loop.