Michele LaurelliBlog

LLM evaluation

LLM evaluation: Systematic measurement of a language model’s quality, safety, cost and behavior on defined tasks. It combines datasets, automatic metrics, human judgment and application tests. Useful evaluation reflects real context and separates regression, sampling variability and model differences. Examples include Response accuracy tests, Prompt regression suite, Latency and cost measurement.

In italiano: LLM EvaluationLegge V · Overfitting, bias e collasso dei modelli

It combines datasets, automatic metrics, human judgment and application tests. Useful evaluation reflects real context and separates regression, sampling variability and model differences.

Examples

  • Response accuracy tests
  • Prompt regression suite
  • Latency and cost measurement