Adversarial Attacks on Large Language Model-Based System and Mitigating Strategies: A Case Study on ChatGPT

Table 4

Evaluation results the two methods.

Methods	Precision (%)	Recall (%)	F1 score (%)
Prefix prompt	75.00	80.00	77.42
RoBERTa	100.00	100.00	100.00