A typical hybrid mitigation pipeline for AI systems includes four steps: (1) prompt construction using Chain-of-Thought or instruction-based methods, (2) retrieval of supporting knowledge via Retrieval-Augmented Generation (RAG), (3) generation using a fine-tuned model, and (4) post-generation verification via factuality scorers.

Authors

• Person: Not available Organization: Frontiers
  Survey and analysis of hallucinations in large language models

Sources

• Survey and analysis of hallucinations in large language models www.frontiersin.org Frontiers via serper

Referenced by nodes (3)

• Retrieval-Augmented Generation (RAG) concept
• artificial intelligence concept
• chain-of-thought concept