Yitzchak Grunbaum

Gray-Box Hallucination Detection in LLMs with Token Identities

Large language models often produce fluent but factually incorrect output. Gray-box detectors identify such hallucinations from the token-probability statistics emitted during generation, avoiding the need for white-box access to hidden states that frontier models do not provide. These detectors, however, typically rel...