How can a buyer check the quality of generated approval data?
Quality can largely be checked by recomputation: authority consistency, referential integrity, case distribution, practitioner review and a separate look at grounding and disclosure risk.
Quality in this workflow can be checked mostly by recomputation, which makes it easier to inspect than free-text data.
Start with authority consistency. For each approval event, a short script should be able to look up the approver's role, the delegation in force on that date, the limit for the category and risk class, and the policy version in effect. Events labelled valid should pass; events labelled invalid should fail for the stated reason code. Disagreements point to label errors.
Next, check referential integrity: every event points to an existing request, role and grant, and dates are ordered sensibly, with no approval before submission and no delegation used after revocation.
Then look at distribution. Are there requests close to limits, delegations that lapse mid-case, rejected and withdrawn items, and second-approver rules that trigger? A set where every case is a clean approval teaches the wrong lesson.
Ask someone who has worked in approvals to read a handful of cases and notes. They will spot implausible escalations, unnatural wording or limits that no business would set.
Finally, review grounding and disclosure risk. The output is generated, not real records, and generation does not by itself guarantee anything about privacy or similarity to a source. Check samples for text or structures that look too specific to be invented, and ask how the generation process addresses that.
Because validity can be recomputed from the records, a buyer can audit labels directly instead of relying on a supplier's assurance.
- Audience:
- Model labs
- Content type:
- Explanation
- Buyer question:
- How to evaluate it
Content release: r-a220eb6e099b243b
Related questions
- Which failure modes should an approval agent evaluation include?
- How do I inspect the quality of generated authority rules and approval cases?
- How do environment reset, state diffs and grader hooks work for approval tasks?
- What success criteria should I use for an agent handling approvals?
- How does an evaluation catch an agent approving its own requester's credit adjustment?
- What checks should I run before accepting a generated approval sample?