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Baobao Algorithm Notes
Baobao Algorithm Notes
Aug 22, 2023 · Artificial Intelligence

Why Do Large Language Models Hallucinate? Definitions, Causes, and Mitigation Strategies

This article defines hallucination in LLMs as a failure of faithfulness or factualness, explores data‑level and model‑level origins, reviews reference‑based and reference‑free evaluation metrics, and surveys current research on data‑centric and model‑centric mitigation techniques along with future directions.

Mitigationevaluationfactuality
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Why Do Large Language Models Hallucinate? Definitions, Causes, and Mitigation Strategies