Clare McNamara

Rethinking Vacuity for OOD Detection in Evidential Deep Learning

The primary contribution is an empirical and theoretical demonstration that vacuity-based OOD detection in EDL-fine-tuned LLMs is highly sensitive to uncontrolled differences in evaluated class cardinality.