In ungrounded probe runs, position-based confidence is computed using the normalized formula \(\text{Confidence} = \frac{N - \text{Rank} + 1}{N}\), assigning a score of \(1.0\) to the first item and scaling down linearly to \(\frac{1}{N}\) at the bottom of the raw response list to enable consistent cross-run comparisons across variable list lengths.