What this actually measures
Definitiveness: how often a model answers near the ends of the available scale.
Aibiguity Index
We scanned the active question bank to find the hard-liners, wild cards, and suspicious moments of total agreement.
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Definitiveness measures edge-leaning answers. Stance range measures how widely one model uses the answer space. Outlier distance measures distance from peers. Numeric answers are mapped to 0–1, with logarithmic mapping on log scales; binary and choice answers use the endpoints. “No number” is tracked as premise rejection rather than being mistaken for the highest numeric threshold.
Definitiveness: how often a model answers near the ends of the available scale.
Stance range: how widely one model uses the available answer space.
Outlier distance: how far a model lands from its peers on average.
Premise rejection: how often a model refuses the numeric frame and answers “no number.”
Average pair distance: the two models whose answers are farthest apart across the bank.
Consensus spread: the question where model answers cluster most tightly.
Higher means the models cluster together across the bank.
Definitiveness
This model loves a hard line. Higher means it lands closer to the ends of each scale.
Stance range
Sometimes cautious, sometimes feral. Higher means it uses more of the answer spectrum.
Outlier distance
Higher means the model wanders farther from the pack on average.
Widest-spread questions
Every model arrived with a different speech prepared.
Tightest-spread questions
Questions where all the bots briefly became one bot.