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OpenAI

Eligible: the provider-reported training data/knowledge cutoff is before the earliest decision we used to test; a month-only cutoff counts as the first day of that month.Cutoff: June 1, 2024 (knowledge cutoff)

GPT-4.1

Micro BrierMicro Brier is the headline metric: squared error of each dismissal forecast, averaged over all claim-defendant units. Lower is better; always answering 50% scores 0.25.

0.6051

Reference model · not ranked

Equal-case Brier

0.5752

Reference model · not ranked

Unit accuracy

39.0%

Reference model · not ranked

An older reference model

GPT-4.1 is an older, non-reasoning model run on the same full record and harness. It is kept as a reference rather than ranked with current models. It mostly answered 0% or 100%, and its forecasts show no ranking signal.

Statistical comparison coverage

Included in the paired significance analysis.

Analysis and reproducible inputs →

Statistically distinguishable differences

Comparison data →