Gray-Box Hallucination Detection in LLMs with Token Identities

Shaked Goldshtein, Yitzchak Grunbaum, Fabrizio Frasca +2

Large language models often produce fluent but factually incorrect output. Gray-box detectors identify such hallucinations from the token-probability statistics emitted during gene…