Last Updated: November 21, 2025
Focus Areas
| Focus |
|---|
Document instructions and examples for each label
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Audit labelers using golden data and consensus scoring
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Commands & Queries
./labeling/run_quality_checks.sh
Run QA scripts
python scripts/compare_labels.py --batch 12
Score label agreement
labelstudio export --task-id 1234
Export labeled artifacts
Summary
Standardize instructions, watch for drift, and feed QA insights back into models.
💡 Pro Tip:
Lock instructions, include golden sets, and rotate validators.