Back to Academy
Relevance 9/10Quality and QAIntermediate6 min read
Ambiguity Resolution
Ambiguity resolution handles uncertain cases through structured escalation instead of guessing.
Why it matters for annotators
Guessing under ambiguity introduces hidden noise that is hard to fix later.
Visual mental model
Uncertain item -> confidence check -> escalate with rationale.
Examples (bad vs good)
Scenario: Real annotation scenario involving Ambiguity Resolution
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.