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

Despite substantial advances, large language models (LLMs) continue to exhibit hallucinations, generating plausible yet incorrect responses. In this paper, we highlight a critical yet previously underexplored class of hallucinations driven by spurious correlations -- superficial but statistically pr