Calibration
GDPval-AA → MCP Atlas
MCP Atlas is estimated from GDPval-AA with a linear curve fitted on 28 models measured on both: y = 0.6059·x + 0.5017, R² = 0.36, cross-validated error 11.1 pp. It is used for 27 estimates.
| Estimated model | GDPval-AA | MCP Atlas | Source |
|---|---|---|---|
| A.X K2 | 23.2% | 64.2% | estimated ± 11.1 pp, low confidence |
| DeepSeek V3 0324 | 0.0% | 50.2% | estimated ± 11.1 pp, low confidence |
| Gemma 4 12B | 0.0% | 50.2% | estimated ± 11.1 pp, low confidence |
| Gemma 4 26B A4B | 3.4% | 52.2% | estimated ± 11.1 pp, low confidence |
| Gemma 4 E2B | 0.0% | 50.2% | estimated ± 11.1 pp, low confidence |
| Gemma 4 E4B | 0.0% | 50.2% | estimated ± 11.1 pp, low confidence |
| GPT-4.1 mini | 0.0% | 50.2% | estimated ± 11.1 pp, low confidence |
| GPT-4.1 nano | 0.0% | 50.2% | estimated ± 11.1 pp, low confidence |
| GPT-4o | 0.0% | 50.2% | estimated ± 11.1 pp, low confidence |
| GPT-4o mini | 0.0% | 50.2% | estimated ± 11.1 pp, low confidence |
| GPT-5.1 | 16.5% | 60.2% | estimated ± 11.1 pp, low confidence |
| Granite 4.2 30B | 3.9% | 52.5% | estimated ± 11.1 pp, low confidence |
| Granite 4.2 3B | 0.0% | 50.2% | estimated ± 11.1 pp, low confidence |
| K-Exaone | 0.0% | 50.2% | estimated ± 11.1 pp, low confidence |
| LFM2.5-2.6B | 0.0% | 50.2% | estimated ± 11.1 pp, low confidence |
| Ling 2.6 Flash | 0.0% | 50.2% | estimated ± 11.1 pp, low confidence |
| Ling 3.0 Flash VL | 33.2% | 70.3% | estimated ± 11.1 pp, low confidence |
| Ling 3.0 Tiny | 3.2% | 52.1% | estimated ± 11.1 pp, low confidence |
| Ling 3.1 Flash | 56.1% | 84.2% | estimated ± 11.1 pp, low confidence |
| Mercury 2.5 | 0.0% | 50.2% | estimated ± 11.1 pp, low confidence |
| MiMo-V2-Flash | 6.6% | 54.2% | estimated ± 11.1 pp, low confidence |
| MiniCPM5-2B | 10.5% | 56.5% | estimated ± 11.1 pp, low confidence |
| Muse Spark | 25.1% | 65.4% | estimated ± 11.1 pp, low confidence |
| Nemotron 3 Nano Omni 30B A3B | 0.0% | 50.2% | estimated ± 11.1 pp, low confidence |
| North Mini Code | 0.0% | 50.2% | estimated ± 11.1 pp, low confidence |
| Solar Pro 3 | 0.0% | 50.2% | estimated ± 11.1 pp, low confidence |
| Ultravox v0.6 Llama 3.3 70B | 0.0% | 50.2% | estimated ± 11.1 pp, low confidence |