retriever types. This classification helps distin-
guish the diverse approaches specifically de-
signed to tackle hallucination issues in LLMs.
Additionally, we analyze the challenges and
∗Work does not relate to position at Amazon.
AComprehensiveSurveyofHallucinationMitigationTechniquesinLarge LanguageModels