Calibration
SciCode → Vals SWE-bench
Vals SWE-bench is estimated from SciCode with a Hill curve fitted on 8 models measured on both: y = 0.0000 + (0.7966 − 0.0000)·x^6.00 / (0.31757^6.00 + x^6.00), R² = 0.39, cross-validated error 5.3 pp. It is used for 19 estimates.
| Estimated model | SciCode | Vals SWE-bench | Source |
|---|---|---|---|
| A.X K2 | 41.0% | 65.5% | estimated ± 5.3 pp, low confidence |
| Agents-A1-4B | 29.6% | 31.6% | estimated ± 5.3 pp, low confidence |
| Granite 4.2 30B | 38.8% | 61.2% | estimated ± 5.3 pp, low confidence |
| Granite 4.2 3B | 24.1% | 12.8% | estimated ± 5.3 pp, low confidence |
| Granite 4.2 8B | 36.1% | 54.4% | estimated ± 5.3 pp, low confidence |
| Hy3 Preview | 41.2% | 65.9% | estimated ± 5.3 pp, low confidence |
| K-EXAONE 2.0 | 37.4% | 57.9% | estimated ± 5.3 pp, low confidence |
| Ling 2.6 Flash | 27.0% | 21.8% | estimated ± 5.3 pp, low confidence |
| Ling 3.0 Flash FP8 | 40.4% | 64.4% | estimated ± 5.3 pp, low confidence |
| Mercury 2.5 | 38.0% | 59.4% | estimated ± 5.3 pp, low confidence |
| MiniCPM5-2B | 26.3% | 19.4% | estimated ± 5.3 pp, low confidence |
| Muse Glimmer 30B | 43.6% | 69.3% | estimated ± 5.3 pp, low confidence |
| Nemotron 3.5 Lightning 30B A3B NVFP4 | 31.4% | 38.4% | estimated ± 5.3 pp, low confidence |
| Nemotron 3 Nano Omni 30B A3B | 32.0% | 40.7% | estimated ± 5.3 pp, low confidence |
| Qwen3.7 Plus | 51.3% | 75.4% | estimated ± 5.3 pp, low confidence |
| Beam | 49.7% | 74.6% | estimated ± 5.3 pp, low confidence |
| Sakana Fugu | 60.1% | 78.0% | estimated ± 5.3 pp, low confidence |
| Sakana Fugu-Ultra | 58.7% | 77.7% | estimated ± 5.3 pp, low confidence |
| Step 5 Preview | 58.9% | 77.8% | estimated ± 5.3 pp, low confidence |