The Reproducibility Crisis: Why Your ML Accuracy Numbers Might Be Fiction

Current machine learning benchmark reporting lacks the transparency needed for true reproducibility, making accuracy claims nearly impossible to verify. As regulations like the EU AI Act loom, the industry must transition from static model cards to verifiable audit trails to ensure technical accountability.