Test Sets for LLMs
How to build test sets that reflect real tasks, edge cases, and acceptance criteria.
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Test Sets for LLMs
Test sets anchor evaluation to real tasks and edge cases.
Enterprise test sets include rubrics, risk tags, and acceptance criteria.
See also
Evaluation Rubrics Evaluation Harness LLM Evaluation MetricsFAQ
What should a test set include?
Representative tasks, edge cases, adversarial cases, and risk-tagged examples.
How big should it be?
Start small (50–200), then grow based on failures and new use-cases.
How do we keep it current?
Add cases from real failures, incidents, and user feedback loops.
What’s a common failure mode?
A test set that doesn’t reflect production usage or risk distribution.
What’s the first improvement?
Create a “gold set” for your top 3 tasks and add rubrics.