Understanding and Mitigating Large Language Model Hallucinations

Executive Snapshot

• Figure: Executive Snapshots: Understanding the Issues and Opportunities in Mitigating Large Language Model Hallucinations

New Market Developments and Dynamics

• Types of LLM Hallucinations

• Causes of LLM Hallucinations

• Model Training Issues

• Data Issues

• Ways to Mitigate LLM Hallucinations

• Model Training and Behavior-Focused Mitigation

• Data-Focused Mitigation

• People-Focused Mitigation Efforts

• Model-Orientated Mitigation Efforts

• LLM Self-Refinement

• Employing RAG as a Mitigation Tool

• Interesting Vendor Efforts to Mitigate LLM Hallucinations

Advice for the Technology Supplier

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• Related Research

• Synopsis