Calibration
Vibe Code Bench → AA LiveCodeBench
AA LiveCodeBench is estimated from Vibe Code Bench with a linear curve fitted on 7 models measured on both: y = 0.2320·x + 0.8241, R² = 0.43, cross-validated error 3.4 pp. It is used for 0 estimates.
Fitted on
| Model | Vibe Code Bench | AA LiveCodeBench |
|---|---|---|
| Claude Opus 4.5 Thinking | 20.6% | 87.1% |
| Gemini 2.5 Pro | 0.4% | 80.1% |
| Gemini 3 Pro | 14.3% | 91.7% |
| GPT-5.1 | 24.6% | 86.8% |
| GPT-5 (high) | 20.1% | 84.6% |
| Grok 4.1 Fast (Reasoning) | 1.2% | 82.2% |
| Grok 4 Fast (Reasoning) | 0.0% | 83.2% |