Hallucination

Hallucination refers to language models generating confident-sounding but factually incorrect, fabricated, or unsupported information. Hallucinations occur because LLMs are trained to produce fluent, plausible text rather than strictly factual claims.

Mitigation strategies include retrieval augmentation, grounding, citation requirements, factuality fine-tuning, and output verification pipelines.