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| # Evaluation resources and benchmark governance | |
| Evaluation data requires the same provenance discipline as training data plus stronger controls | |
| against contamination and answer leakage. | |
| ## Resource record | |
| For each benchmark or evaluation set, record: | |
| - canonical repository, paper, version, revision, and licence; | |
| - intended task, population, language, and domain; | |
| - metric definitions, aggregation, uncertainty, and known limitations; | |
| - access or gating terms and whether examples may be redistributed; | |
| - contamination risk and separation controls; | |
| - prompt, decoding, scoring, and harness versions; | |
| - sample exclusions and failure-handling policy. | |
| ## Evaluation rules | |
| - Keep evaluation inputs out of training and prompt-development mixtures. | |
| - Do not publish gated or leakage-sensitive examples in screenshots, logs, or documentation. | |
| - Pin benchmark revisions and harness code. | |
| - Prefer deterministic or independently auditable metrics. | |
| - Report confidence intervals or run-to-run variation when stochasticity matters. | |
| - Separate capability, safety, robustness, efficiency, and user-experience claims. | |
| - Record failures and invalid runs; never silently discard them. | |
| - Treat model-graded metrics as measurements from a named, versioned judge, not objective truth. | |
| ## Example evaluation families | |
| The research Collections nominate real external resources for study. Inclusion in a Collection is | |
| not permission to copy, train on, redistribute, or reveal their contents. Their current licences, | |
| gates, cards, and contamination guidance must be reviewed at the time of use. | |