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Evaluate a RAG system

GenAILLMsRAGKnowledge baseRAGET
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roberto_cadili profile image
Versionv1.0Latest, created on 
Oct 13, 2024 2:38 PM
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Evaluate a RAG system for medication prescriptions

  • This workflow tests and evaluates an RAG system that provides medication prescriptions to patients, based on their symptoms and diagnosed disease.

  • It features a test set generator that creates a test set of questions with varying complexity (e.g., simple, complex, distracting, situational and double types) to comprehensively test the RAG system's capabilities.

  • It features an evaluator that assesses the correctness of the RAG system's answers by comparing them to the reference answers contained in the automatically generated test set of questions. The main purpose of this evaluation is to help identify the weakest components in a RAG system.

External resources

  • Giskard RAGET Evaluation
  • Giskard RAGET Testset Generation
  • KNIME for Generative AI
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Used extensions & nodes

Created with KNIME Analytics Platform version 5.3.2
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    KNIME AI ExtensionTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.3.2

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    KNIME Base nodesTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.3.2

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    KNIME ExpressionsTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.3.2

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    KNIME Integrated DeploymentTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.3.2

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    KNIME JSON-ProcessingTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.3.0

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    KNIME Quick FormsTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.3.2

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    KNIME ViewsTrusted extension

    KNIME AG, Zurich, Switzerland

    Version 5.3.2

    knime

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