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蔽的威胁模式,零样本学习的性能可能有限。(2)少样本学习:少样本学习通过在提示中包含少量已标注的样本,向LLM展示期望的输入输出格式和标注逻辑,从而引导模型更好地理解和执行标注任务。少样本学习利用了LLM强大的上下文学习能力,通常能够取得比零样本学习更好的效果,尤其是在特定领域的标注任务中。(3)思维链提示:对于需要复杂推理的安全标注任务,如漏洞类型判断或恶意软件行为分析,CoT提示技术尤为有效。

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