Refusal Self-Prediction - Calibration Error: leaderboard

Expected calibration error of the stated confidence in a refusal self-prediction. Lower is better. Source: arxiv.org/abs/2604.00228.

Metric: Expected Calibration Error (0-1). Source: arxiv.org. Saturation forecast: Estimated already saturated. 4 models tracked.

Top models

#ModelScoreOverall rank
1Claude Sonnet 4.50.02#148
2Claude Sonnet 40.05#207
3GPT-5.20.1#115
4Llama 3.1 405B0.22#476

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=refusal-self-prediction-calibration-error · How It Works · Data refreshed daily, snapshot 2026-11-05.