Calibration
Terminal-Bench 2.1 → AA Terminal-Bench 2.1
AA Terminal-Bench 2.1 is estimated from Terminal-Bench 2.1 with a Michaelis–Menten curve fitted on 13 models measured on both: y = 2.0000·x / (1.18458 + x), R² = 0.62, cross-validated error 6.8 pp. It is used for 41 estimates.
| Estimated model | Terminal-Bench 2.1 | AA Terminal-Bench 2.1 | Source |
|---|---|---|---|
| SWE-2 | 92.8% | 87.9% | estimated ± 6.8 pp, low confidence |
| Claude Mythos 5 | 88.0% | 85.2% | estimated ± 6.8 pp, medium confidence |
| MiMo-V2.6-Flash | 87.6% | 85.0% | estimated ± 6.8 pp, medium confidence |
| Ultramarine 1 Flash | 83.2% | 82.5% | estimated ± 6.8 pp, medium confidence |
| Sakana Fugu-Ultra | 82.1% | 81.9% | estimated ± 6.8 pp, medium confidence |
| Ember-1 | 82.0% | 81.8% | estimated ± 6.8 pp, medium confidence |
| SWE-1.7 | 81.5% | 81.5% | estimated ± 6.8 pp, medium confidence |
| Ling 3.1 Flash | 81.2% | 81.3% | estimated ± 6.8 pp, medium confidence |
| Sakana Fugu | 80.2% | 80.7% | estimated ± 6.8 pp, medium confidence |
| Particle-1 | 79.9% | 80.6% | estimated ± 6.8 pp, medium confidence |
| Beam 1.0 501B-A23B FP8 | 78.9% | 80.0% | estimated ± 6.8 pp, medium confidence |
| Beam 1.0 501B-A23B NVFP4 | 78.4% | 79.7% | estimated ± 6.8 pp, medium confidence |
| Atria Dawn Preview | 78.3% | 79.6% | estimated ± 6.8 pp, medium confidence |
| Ornith-1.0-397B | 77.5% | 79.1% | estimated ± 6.8 pp, medium confidence |
| dots3-note Preview | 75.1% | 77.6% | estimated ± 6.8 pp, medium confidence |
| Jais-3-375B-A23B | 73.8% | 76.8% | estimated ± 6.8 pp, medium confidence |
| OrcaCyber-Nano-1.0 | 72.5% | 75.9% | estimated ± 6.8 pp, medium confidence |
| Seed 2.1 Pro | 71.0% | 75.0% | estimated ± 6.8 pp, medium confidence |
| Apodex 1.1 | 70.8% | 74.8% | estimated ± 6.8 pp, medium confidence |
| Laguna S 2.1 | 70.2% | 74.4% | estimated ± 6.8 pp, medium confidence |
| Quasar 438B | 69.3% | 73.8% | estimated ± 6.8 pp, medium confidence |
| Seed 2.1 Turbo | 67.6% | 72.7% | estimated ± 6.8 pp, medium confidence |
| Jais-3-MoVA-36B-A4B | 67.3% | 72.5% | estimated ± 6.8 pp, medium confidence |
| Nemotron 3.5 Super VL 120B A12B | 66.7% | 72.0% | estimated ± 6.8 pp, medium confidence |
| Pokee-Isaac 28B | 65.1% | 70.9% | estimated ± 6.8 pp, medium confidence |
| Ornith-1.0-35B | 64.2% | 70.3% | estimated ± 6.8 pp, medium confidence |
| Jais-3-32B | 63.7% | 69.9% | estimated ± 6.8 pp, low confidence |
| MAI-Code-1.1-Flash | 62.9% | 69.4% | estimated ± 6.8 pp, low confidence |
| Nemotron 3.5 Super VL 120B A12B NVFP4 | 60.8% | 67.8% | estimated ± 6.8 pp, low confidence |
| Step 3.7 Flash | 59.5% | 66.9% | estimated ± 6.8 pp, low confidence |
| Solar Pro 4 | 57.0% | 65.0% | estimated ± 6.8 pp, low confidence |
| Flint | 54.9% | 63.3% | estimated ± 6.8 pp, low confidence |
| Nemotron 3.5 Bolt 74B-A9B BF16 | 53.9% | 62.6% | estimated ± 6.8 pp, low confidence |
| Ternary Bonsai 2 27B | 52.8% | 61.7% | estimated ± 6.8 pp, low confidence |
| Muse Glimmer 30B | 51.7% | 60.8% | estimated ± 6.8 pp, low confidence |
| Nemotron 3.5 Bolt 74B-A9B | 51.0% | 60.2% | estimated ± 6.8 pp, low confidence |
| Jais-3-7B | 46.4% | 56.3% | estimated ± 6.8 pp, low confidence |
| Ornith-1.5-9B | 46.2% | 56.1% | estimated ± 6.8 pp, low confidence |
| K-EXAONE 2.0 | 43.8% | 54.0% | estimated ± 6.8 pp, low confidence |
| Ornith-1.0-9B | 43.1% | 53.4% | estimated ± 6.8 pp, low confidence |
| Jais-3-3.7B | 41.2% | 51.6% | estimated ± 6.8 pp, low confidence |
Fitted on
| Model | Terminal-Bench 2.1 | AA Terminal-Bench 2.1 |
|---|---|---|
| Claude Fable 5 | 84.3% | 84.6% |
| Claude Opus 4.8 | 74.6% | 84.6% |
| Claude Sonnet 5 | 80.4% | 80.5% |
| Gemini 3.7 Flash | 85.8% | 85.8% |
| Gemini 3.8 Flash | 89.4% | 87.6% |
| GLM-5.3 | 88.2% | 83.9% |
| GLM-5.3-Flash | 84.3% | 84.3% |
| GPT-5.6 Luna | 84.7% | 80.9% |
| GPT-5.6 Terra | 87.4% | 88.0% |
| Grok 4.5 | 83.3% | 81.6% |
| Inkling | 63.8% | 55.1% |
| Kimi K3 | 88.3% | 85.0% |
| Qwen3.8-27B | 73.0% | 79.8% |