D-Score: A Spectral Hidden-State Signal for Hallucination Detection in Large Language Models

Large Language Models can produce fluent text that is false, unsupported by the available evidence, or inconsistent with information that appears to be internally represented by the model. We study hallucination detection from the geometry of hidden activations and introduce the D-Score, a simple sp...