Data Provenance in Training
Domain: Data & Datasets
🎯 Motivation
Tracking where every piece of training data came from: source, date, modifications, license. Essential for compliance.
📋 Concrete Example
Provenance: ‘Article 1234: source: BBC News, date: 2024-03-15, original, license: CC-BY, no modifications.’ Full traceability for every training example.
🔗 Analogy
A diamond’s certificate - mine of origin, cut date, carat weight, chain of ownership. Data provenance is the certificate for each training example.