benchgap
Calibration

Vibe Code Bench → FrontierCode 1.1 Main

FrontierCode 1.1 Main is estimated from Vibe Code Bench with a inverse Michaelis–Menten curve fitted on 5 models measured on both: y = 0.74004·(x − 0.0000) / (0.0000 + 2.0000 − x), R² = 0.85, cross-validated error 4.3 pp. It is used for 2 estimates.

Estimated modelVibe Code BenchFrontierCode 1.1 MainSource
Claude Opus 4.6 (Adaptive)53.5%27.0%estimated ± 4.3 pp, medium confidence
GPT-5.2-Codex37.9%17.3%estimated ± 4.3 pp, low confidence

Fitted on

ModelVibe Code BenchFrontierCode 1.1 Main
Claude Opus 4.657.6%26.9%
Claude Opus 4.771.0%38.5%
Claude Sonnet 4.651.5%24.3%
GPT-5.4 mini48.0%27.0%
GPT-5.569.8%43.0%