The Problem of Hallucinations in AI: A Major Concern
While RAG can help mitigate the issue of hallucinations in AI, no technique can completely eliminate them. Hallucinations occur when an AI model generates responses that are not supported by the input data or context. This can lead to inaccurate or misleading results, which can have serious consequences in industries such as finance, healthcare, and law. For instance, a hallucination in a medical diagnosis AI system could lead to a misdiagnosis, resulting in incorrect treatment and potentially life-threatening consequences.