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S. Goldshtein

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#natural language process... Preprint Oct 2026

Gray-Box Hallucination Detection in LLMs with Token Identities

GURI (Gray-box Uncertainty Representations with Identity), a lightweight gray-box hallucination detector that combines candidate-token probabilities with per-token vector identifiers that exposes which alternatives the model considered while preserving the accessibility and transferability of the gray-box setting.

S. Goldshtein, Yitzchak Grunbaum, Fabrizio Frasca et al. · 0 citations

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