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A System for Comprehensive Assessment of RAG Frameworks

  • A comprehensive evaluation framework called SCARF (System for Comprehensive Assessment of RAG Frameworks) has been introduced to assess the performance of Retrieval Augmented Generation (RAG) systems.
  • SCARF is designed to provide a black-box approach for evaluating RAG applications in real-world deployment scenarios.
  • The evaluation framework supports multiple deployment configurations and automated testing across vector databases and Large Language Model (LLM) serving strategies.
  • SCARF integrates practical considerations such as response coherence, making it a scalable and adaptable solution for researchers and industry professionals.

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