Annotation & Labeling: Define tasks
Define tasks
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Category overview
What Annotation & Labeling is designed to cover
Great labels are consistent and defensible. Define tasks clearly, train annotators and measure agreement. Use hierarchical labels where helpful; add golden sets and spot checks. For privacy, limit who sees PII and retain only what’s necessary. Active learning and weak supervision can cut costs while keeping quality high.
Editorial objectiveDefine tasks; train annotators; measure agreement; protect PII; iterate with active learning.
What good looks like
Outcomes to look for in Annotation & Labeling
Use the source objective as a testable brief, then measure quality, correction effort and control.
Define tasks; train annotators; measure agreement; protect PII; iterate with active learning.
Annotation & Labeling: Train annotators
train annotators
Annotation & Labeling: Measure agreement
measure agreement
Annotation & Labeling: Protect PII
protect PII
Practical workflows
Ways to put Annotation & Labeling to work
Start with a workflow that has clear inputs, a named owner and an output that can be checked.
Define tasks
Define tasks
Train annotators
train annotators
Measure agreement
measure agreement
Protect PII
protect PII
Questions about Annotation & Labeling
Annotation & Labeling FAQ
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