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Relevance 6/10Operations and WorkflowIntermediate5 min read
Adjudication Latency
Adjudication latency is the turnaround time to resolve disputed labels.
Why it matters for annotators
Slow resolution blocks throughput and delays model updates.
Visual mental model
Dispute queue -> review cycle time -> closure.
Examples (bad vs good)
Scenario: Real annotation scenario involving Adjudication Latency
Bad: Labeling quickly without applying project rubric.
Good: Applying rubric criteria, documenting rationale, and escalating uncertainty.
Common mistakes
- Skipping guideline details for edge cases.
- Applying inconsistent criteria across similar samples.
- Avoiding escalation even when uncertain.
Submission checklist
- Read the latest guideline update before each batch.
- Apply rubric dimensions explicitly in each decision.
- Escalate ambiguous items with concise rationale.