Hallucinations are when an AI model generates confident-sounding but false information.
Why It Happens
- LLMs predict the next likely token — truth is not the objective
- Training data has gaps, errors, and contradictions
- Models extrapolate beyond their knowledge
How to Reduce Hallucinations with Claude
- Provide source documents via RAG
- Ask Claude to cite its sources
- Ask Claude to say "I don't know" when uncertain
- Use lower temperature for factual tasks
Reference:
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