Hallucination Testing

LLM hallucinations are confident but incorrect outputs. Types include factual errors, fabricated citations, and inconsistencies with provided context. Testing strategies: reference-based fact checking, self-consistency checks, retrieval-augmented verification, and hallucination-specific benchmarks (HaluEval, TruthfulQA).