system-one-bench ES·EN v2.10.0
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Model profile

Every figure for one configuration on a single screen: adjusted global score, accuracy per set and per question, calibration, cost, latency and its role in cascades and manipulation alerts. Everything comes from the same scorer as the scoreboard.

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Adjusted global score

Margin over the baseline of always answering the majority option, averaged per phase: 0 = trivial majority, 100 = perfect. The OOD phase does not enter the mean because its majority is already 100 %.

Accuracy by set and by question

Point percentage with its 95 % CI and, below, the points per question (level questions award half a point one step away). In brackets, what the trivial majority achieves on that question.

Calibration and latency by set

Brier: mean squared error of the yes/no probabilities (0 perfect; 0.25 = always answering 50 %). ECE: mean distance to the calibration diagonal. 0.45–0.55 counts the near coin-flip yes/no answers at the boundary.

Cost and latency

Cost is only what the API charges per 1,000 complete-phase records (local figures do not include hardware or electricity). Latency is the median per message; in cascades, the sum of both passes.

Cascades and manipulation alerts

The role this configuration plays in second passes and, if a manipulation alert was measured for it (threshold ≥ 0.5), how many manipulated messages it detects and how many honest ones it flags by mistake.