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Evaluation Dataset Design
Last updated: 2026-02-06
How to build representative datasets for LLM and agent evaluation.
Decision checklist
- Representative tasks
- Failure-heavy examples
- Clear scoring rubric
Implementation notes
- Start small and refresh monthly with production misses.
Risk notes
- Synthetic-only eval sets overestimate production quality.
Sources
- Evaluation papers
- Field testing logs