Tomas Bruckner

One Token Is Enough: Fingerprinting and Verifying Large Language Models from Single-Token Output Distributions

A behavioral fingerprint of an LLM is defined as the empirical distribution of its answers to trivial one-word prompts collected across four languages at a cost of one output token per query, and it is found that these distributions are highly non-uniform and model-specific.