Calibration
HLE w/ tools → AA-AnalystAgent
AA-AnalystAgent is estimated from HLE w/ tools with a offset logistic curve fitted on 5 models measured on both: y = 0.0413 + (0.5651 − 0.0413) / (1 + exp(−26.89·(x − 0.4908))), R² = 1.00, cross-validated error 2.5 pp. It is used for 17 estimates.
| Estimated model | HLE w/ tools | AA-AnalystAgent | Source |
|---|---|---|---|
| Agents-A1 | 47.6% | 25.2% | estimated ± 2.5 pp, medium confidence |
| Apodex 1.1 | 56.1% | 49.6% | estimated ± 2.5 pp, medium confidence |
| Claude Haiku 5.5 | 57.4% | 51.5% | estimated ± 2.5 pp, medium confidence |
| Claude Sonnet 5 | 57.4% | 51.5% | estimated ± 2.5 pp, medium confidence |
| DeepSeek V4.1 Flash | 63.9% | 55.6% | estimated ± 2.5 pp, medium confidence |
| DeepSeek V4 Flash 0731 | 45.1% | 17.5% | estimated ± 2.5 pp, medium confidence |
| DeepSeek V4 Pro 0813 | 60.0% | 53.9% | estimated ± 2.5 pp, medium confidence |
| dots3-note Preview | 52.6% | 41.9% | estimated ± 2.5 pp, medium confidence |
| GLM-5.3 | 62.5% | 55.1% | estimated ± 2.5 pp, medium confidence |
| GLM-5.3-Flash | 55.3% | 48.2% | estimated ± 2.5 pp, medium confidence |
| Hy4 preview | 55.4% | 48.4% | estimated ± 2.5 pp, medium confidence |
| Ornith-1.5-35B-A3B | 33.4% | 4.9% | estimated ± 2.5 pp, low confidence |
| Ornith-1.5-397B | 56.1% | 49.6% | estimated ± 2.5 pp, medium confidence |
| Ornith-1.5-9B | 30.5% | 4.5% | estimated ± 2.5 pp, low confidence |
| Qwen3.7 Max | 53.5% | 44.3% | estimated ± 2.5 pp, medium confidence |
| Qwen3.8 Max | 56.2% | 49.8% | estimated ± 2.5 pp, medium confidence |
| Step 3.7 Flash | 47.2% | 23.8% | estimated ± 2.5 pp, medium confidence |