The RAGAS (Retrieval Augmented Generation Assessment) framework provides metrics to evaluate RAG pipelines, specifically focusing on faithfulness, answer relevance, context precision, and context recall.

Authors

• Person: Not available Organization: Amazon Web Services
  Detect hallucinations for RAG-based systems - AWS
• Person: Not available Organization: Zylos
  LLM Hallucination Detection and Mitigation: State of the Art in 2026
• Person: Not available Organization: arXiv
  Efficient Knowledge Graph Construction and Retrieval from ... - arXiv

Sources

• Detect hallucinations for RAG-based systems - AWS aws.amazon.com Amazon Web Services via serper
• LLM Hallucination Detection and Mitigation: State of the Art in 2026 zylos.ai Zylos via serper
• Efficient Knowledge Graph Construction and Retrieval from ... - arXiv arxiv.org arXiv via serper

Referenced by nodes (2)

• RAGAS concept
• faithfulness concept