LLM Vulnerabilities, Biases, and Legal Implications
In this chapter, we will explore the complexities surrounding LLMs, focusing on their vulnerabilities and biases. We will discuss the impact of these issues on LLM functionality and the efforts needed to mitigate them. Additionally, we will provide an overview of the legal and regulatory frameworks governing LLMs, highlighting intellectual property concerns and the evolving global regulations. We will aim to balance the perspectives on technological advancement and ethical responsibilities in the field of LLMs, emphasizing the importance of innovation aligned with regulatory caution. We will end the chapter with a case study regarding bias mitigation.
In this chapter, we’re going to cover the following main topics:
- LLM vulnerabilities – identifying and mitigating risks
- Confronting biases in LLMs
- Legal challenges in LLM deployment and usage
- Regulatory landscape and compliance for LLMs
- Ethical...