The Consensus Trap: Dissecting Subjectivity and the "Ground Truth" Illusion in Data Annotation

arXiv:2602.11318v3 Announce Type: replace Abstract: In machine learning, "ground truth" refers to the assumed correct labels used to train and evaluate models. However, the foundational "ground truth" paradigm rests on a positivistic fallacy that treats human disagreement as technical noise rather...