A Robust Evaluation of Probe Robustness: Lessons for Reliable OOD Uncertainty Quantification

Recent work has shown that the hidden states of large language models contain signals useful for uncertainty estimation, motivating a growing interest in efficient probe-based approaches. Yet it remains unclear how robust existing methods are, with prior work reporting conflicting conclusions under