LLM Testing Framework

An LLM Testing Framework is a testing framework that provides structured methodology for LLM evaluation.

• AKA: Language Model Testing Framework, LLM Evaluation Framework, LLM Test Suite, AI Testing Framework.
• Context:
  • It can typically incorporate Controlled Damage Testing Methods for robustness evaluation.
  • It can typically utilize High-Quality Exemplar Content as test references.
  • It can often deploy LLM Regression Detection Systems for quality monitoring.
  • It can often generate LLM Enhancement Quality Measures from test results.
  • It can range from being a Unit LLM Testing Framework to being an Integration LLM Testing Framework, depending on its test scope.
  • It can range from being a Black-Box LLM Testing Framework to being a White-Box LLM Testing Framework, depending on its access level.
  • It can range from being a Manual LLM Testing Framework to being an Automated LLM Testing Framework, depending on its automation degree.
  • It can range from being a Lightweight LLM Testing Framework to being a Comprehensive LLM Testing Framework, depending on its feature set.
  • ...
• Examples:
  • Functional LLM Testing Frameworks, such as:
    • Task-Specific Testing Framework for capability validation.
    • Multi-Task Testing Framework for versatility assessment.
  • Quality LLM Testing Frameworks, such as:
    • Accuracy Testing Framework for correctness validation.
    • Consistency Testing Framework for reliability assessment.
  • Safety LLM Testing Frameworks, such as:
    • Adversarial Testing Framework for robustness evaluation.
    • Bias Testing Framework for fairness assessment.
  • ...
• Counter-Examples:
  • Development Framework, which focuses on building rather than testing.
  • Deployment Framework, which handles release rather than evaluation.
  • Ad-Hoc Testing, which lacks structured methodology.
• See: Testing Framework, Controlled Damage Testing Method, LLM Quality Assurance System, LLM Evaluation System, Test Suite, Evaluation Framework, Software Testing Framework.

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