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RAG-Check: A Novel AI Framework for Hallucination Detection in Multi-Modal Retrieval-Augmented Generation Systems

  • Researchers have proposed RAG-check, a comprehensive method to evaluate multi-modal RAG systems.
  • RAG-check consists of three components: relevancy evaluation, span categorization, and correctness assessment.
  • The evaluation results show performance variations across different RAG system configurations.
  • GPT-4o emerges as the most effective model for context generation in RAG systems.

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