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LLM Evaluation13 min read

LLM Evaluation Frameworks: Measuring What Matters

Build comprehensive evaluation frameworks to measure LLM performance, accuracy, and quality. Learn about automated testing, A/B testing, and quality metrics that actually matter.

LLM Evaluation Frameworks: Measuring What Matters

Without proper evaluation, you're flying blind. Effective evaluation frameworks help you measure what actually matters for your use case.

Key Metrics

  • Accuracy: Does the output correctly answer the question?
  • Relevance: Is the information relevant to the query?
  • Completeness: Does it cover all aspects of the question?
  • Tone: Is the tone appropriate for your use case?

Evaluation Strategies

Build automated test suites, implement A/B testing, collect user feedback, and continuously monitor production performance.

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