Data Provenance
Domain: Safety & Ethics
🎯 Motivation
Knowing where data came from, who created it, and how it has been modified. Essential for trust and compliance.
📋 Concrete Example
Provenance: ‘This dataset: collected from Wikipedia (Jan 2025), filtered for English, deduplicated, labeled by 5 annotators, reviewed by 2 editors.’ Full history.
🔗 Analogy
A certificate of origin for a diamond - it proves where the diamond was mined, cut, and sold. Data provenance is the certificate of origin for training data.