Crowdsourced Annotation Poisoning

When an organization uses a public platform for annotation to reduce costs, without cross-validation mechanisms; due to unmitigated control gaps, some annotations are deliberately poisoned, and the model's judgment on critical edge cases becomes unreliable, triggering external stakeholder impacts and causing the cost of re-annotation and retraining far exceeds the original savings.