Security and Privacy Challenges of Large Language Models: A Survey

Caute_cautim — Mon, 25 Mar 2024 22:25:41 GMT

Hi All

An interesting paper on the security and privacy challenges of Large Language Models:

Large Language Models (LLMs) have demonstrated extraordinary capabilities and contributed to multiple
fields, such as generating and summarizing text, language translation, and question-answering. Nowadays,
LLM is becoming a very popular tool in computerized language processing tasks, with the capability to analyze
complicated linguistic patterns and provide relevant and appropriate responses depending on the context.
While offering significant advantages, these models are also vulnerable to security and privacy attacks, such
as jailbreaking attacks, data poisoning attacks, and Personally Identifiable Information (PII) leakage attacks.
This survey provides a thorough review of the security and privacy challenges of LLMs for both training data
and users, along with the application-based risks in various domains, such as transportation, education, and
healthcare. We assess the extent of LLM vulnerabilities, investigate emerging security and privacy attacks for
LLMs, and review the potential defense mechanisms. Additionally, the survey outlines existing research gaps
in this domain and highlights future research directions.

https://arxiv.org/pdf/2402.00888.pdf

Regards

Caute_Cautim

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Security and Privacy Challenges of Large Language Models: A Survey