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GENERATIVE-AI-ENGINEER-ASSOCIATE · Question #64

A Generative AI Engineer has created a RAG application which can help employees interpret HR documentation. The prototype application is now working with some positive feedback from internal company t

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RAG System Evaluation

Question

A Generative AI Engineer has created a RAG application which can help employees interpret HR documentation. The prototype application is now working with some positive feedback from internal company testers. Now the Generative AI Engineer wants to formally evaluate the system’s performance and understand where to focus their efforts to further improve the system How should the Generative AI Engineer evaluate the system?

Options

  • AUse ROUGE score to comprehensively evaluate the quality of the final generated answers.
  • BUse an LLM-as-a-judge to evaluate the quality of the final answers generated.
  • CCurate a dataset that can test the retrieval and generation components of the system separately.
  • DBenchmark multiple LLMs with the same data and pick the best LLM for the job.

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Topics

#RAG Evaluation#System Performance#Diagnostic Testing#Generative AI Applications
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