Calibration
GDPval-AA → Toolathlon-Verified
Toolathlon-Verified is estimated from GDPval-AA with a Michaelis–Menten curve fitted on 13 models measured on both: y = 1.2437·x / (0.37828 + x), R² = 0.93, cross-validated error 2.4 pp. It is used for 32 estimates.
| Estimated model | GDPval-AA | Toolathlon-Verified | Source |
|---|---|---|---|
| A.X K2 | 23.2% | 47.3% | estimated ± 2.4 pp, medium confidence |
| Apodex 1.1 | 34.8% | 59.6% | estimated ± 2.4 pp, high confidence |
| Apodex 1.1 Mini | 34.8% | 59.6% | estimated ± 2.4 pp, high confidence |
| DeepSeek V3 0324 | 0.0% | 0.0% | estimated ± 2.4 pp, medium confidence |
| Gemma 4 12B | 0.0% | 0.0% | estimated ± 2.4 pp, medium confidence |
| Gemma 4 26B A4B | 3.4% | 10.3% | estimated ± 2.4 pp, medium confidence |
| Gemma 4 E2B | 0.0% | 0.0% | estimated ± 2.4 pp, medium confidence |
| Gemma 4 E4B | 0.0% | 0.0% | estimated ± 2.4 pp, medium confidence |
| GLM-4.7 | 25.8% | 50.4% | estimated ± 2.4 pp, medium confidence |
| GPT-4.1 mini | 0.0% | 0.0% | estimated ± 2.4 pp, medium confidence |
| GPT-4.1 nano | 0.0% | 0.0% | estimated ± 2.4 pp, medium confidence |
| GPT-4o | 0.0% | 0.0% | estimated ± 2.4 pp, medium confidence |
| GPT-4o mini | 0.0% | 0.0% | estimated ± 2.4 pp, medium confidence |
| GPT-5.1 | 16.5% | 37.8% | estimated ± 2.4 pp, medium confidence |
| Granite 4.2 30B | 3.9% | 11.6% | estimated ± 2.4 pp, medium confidence |
| Granite 4.2 3B | 0.0% | 0.0% | estimated ± 2.4 pp, medium confidence |
| K-Exaone | 0.0% | 0.0% | estimated ± 2.4 pp, medium confidence |
| Kimi K2.5 (Reasoning) | 17.2% | 38.9% | estimated ± 2.4 pp, medium confidence |
| LFM2.5-2.6B | 0.0% | 0.0% | estimated ± 2.4 pp, medium confidence |
| Ling 2.6 Flash | 0.0% | 0.0% | estimated ± 2.4 pp, medium confidence |
| Ling 3.0 Flash VL | 33.2% | 58.1% | estimated ± 2.4 pp, high confidence |
| Ling 3.0 Tiny | 3.2% | 9.7% | estimated ± 2.4 pp, medium confidence |
| Mercury 2.5 | 0.0% | 0.0% | estimated ± 2.4 pp, medium confidence |
| MiMo-V2-Flash | 6.6% | 18.5% | estimated ± 2.4 pp, medium confidence |
| MiniCPM5-2B | 10.5% | 27.0% | estimated ± 2.4 pp, medium confidence |
| Nemotron 3 Nano Omni 30B A3B | 0.0% | 0.0% | estimated ± 2.4 pp, medium confidence |
| North Mini Code | 0.0% | 0.0% | estimated ± 2.4 pp, medium confidence |
| Qwen3.6 Plus | 24.7% | 49.1% | estimated ± 2.4 pp, medium confidence |
| Solar Pro 3 | 0.0% | 0.0% | estimated ± 2.4 pp, medium confidence |
| Solar Pro 4 | 30.5% | 55.5% | estimated ± 2.4 pp, medium confidence |
| Step 3.7 Flash | 25.8% | 50.4% | estimated ± 2.4 pp, medium confidence |
| Ultravox v0.6 Llama 3.3 70B | 0.0% | 0.0% | estimated ± 2.4 pp, medium confidence |