Since the inception of ChatGPT, Large Language Models (LLMs) have been reshaping many tasks such as document creation, decision support, computer coding and multi-language translations. Industries like education, healthcare and financial services are being transformed. However, their pervasiveness has also introduced security risks. In this study, a review of literature published in the most recent years is conducted to identify and categorise the potential risks associated with LLMs. Potential mitigation strategies and actionable solutions are discussed for each category. This study concludes by pointing out more efforts and future directions for the responsible development and use of LLMs.

错误:搜索内容不能为空,请输入英文关键词
错误:关键词超出字数限制,请精简
高级检索

Security Risks in Large Language Models and General Mitigation Strategies

  • Ruidong Zhang,
  • Modimowabarwa Kanyane

摘要

Since the inception of ChatGPT, Large Language Models (LLMs) have been reshaping many tasks such as document creation, decision support, computer coding and multi-language translations. Industries like education, healthcare and financial services are being transformed. However, their pervasiveness has also introduced security risks. In this study, a review of literature published in the most recent years is conducted to identify and categorise the potential risks associated with LLMs. Potential mitigation strategies and actionable solutions are discussed for each category. This study concludes by pointing out more efforts and future directions for the responsible development and use of LLMs.