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Relevance 8/10Safety and PolicyIntermediate6 min read

PII Redaction

PII redaction finds and masks sensitive personal information.

Why it matters for annotators

Incorrect handling creates privacy, legal, and trust risk.

Visual mental model

Raw content -> detect PII -> redact/tokenize.

Examples (bad vs good)

Scenario: Real annotation scenario involving PII Redaction

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.