Are AI models doomed to always hallucinate?

Large language models (LLMs), such as OpenAI's ChatGPT, often invent false information, known as hallucinations, due to their inability to estimate their own uncertainty, but reducing hallucinations can be achieved through techniques like reinforcement learning from human feedback (RLHF) or curating high-quality knowledge bases, although complete elimination may not be possible.