Anna Neibergs

Validation Selects Singletons: Auditing an Annotation Error-Detection Procedure Against an Independent Annotator Population

Two-round annotation designs that ask annotators to justify and then validate their labels are used to separate annotation error from legitimate human label variation, but what such rounds discard is rarely audited. We audit the round-2 validity judgments of VariErr NLI against C...

The Grounds and Limits of Claiming Subjectivity

The Theory of Subjective Evaluation (TSE) examines what warrants attributing irreducible evaluator-dependence rather than merely reporting unresolved evaluation. Its contribution is a methodological synthesis connecting four evidential burdens: establishing correction, preserving...