Fig. 7
From: Social opinions prediction utilizes fusing dynamics equation with LLM-based agents

FDE-LLM without CA. Without the CA constraints, the model tends to overreact in predicting extreme values, exaggerating the urgency of the situation, as observed in the Jiangping event. This overreaction can influence the decisions made by data analysts.