Rui‑Ying Chang

When Bias Pretends to Be Truth: How Spurious Correlations Undermine Hallucination Detection in LLMs

It is shown that existing hallucination detection methods, such as confidence-based filtering and inner-state probing, fundamentally fail in the presence of spurious correlations, and further elucidates why these statistical biases intrinsically undermine confidence-based detection techniques.