Responsible AI and Bias in Large Language Models in Generative AI
Responsible AI and Bias in Large Language Models
Generative AI systems reflect patterns in their training data. That includes both knowledge and bias.
1) Types of Bias
- Social bias
- Gender bias
- Cultural bias
2) Hallucinations
Models may generate incorrect information confidently. That is called hallucination.
3) Mitigation Strategies
- RAG grounding
- Human review loops
- Guardrails and content filters
- Red-team testing
4) Summary
Responsible AI is not optional in enterprise. It is a design requirement.
