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.
A.2.2 LLM-Assisted Annotation Prompts The ChatGPT-4o assisted annotation prompts used in our dataset labeling process are shown as fol- lows
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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.