Calibration
Terminal-Bench 2.1 → AA Terminal-Bench 4.0
AA Terminal-Bench 4.0 is estimated from Terminal-Bench 2.1 with a Hill curve fitted on 7 models measured on both: y = 0.0000 + (1.2000 − 0.0000)·x^6.00 / (1.06990^6.00 + x^6.00), R² = 0.62, cross-validated error 11.6 pp. It is used for 64 estimates.
| Estimated model | Terminal-Bench 2.1 | AA Terminal-Bench 4.0 | Source |
|---|---|---|---|
| GPT-5.6 Sol | 91.9% | 34.4% | estimated ± 11.6 pp, low confidence |
| Muse Spark 1.3 | 88.8% | 29.6% | estimated ± 11.6 pp, low confidence |
| Kimi K3 | 88.3% | 28.8% | estimated ± 11.6 pp, low confidence |
| Claude Mythos 5 | 88.0% | 28.4% | estimated ± 11.6 pp, low confidence |
| DeepSeek V4 Pro 0813 | 87.9% | 28.2% | estimated ± 11.6 pp, low confidence |
| GPT-5.6 Terra | 87.4% | 27.5% | estimated ± 11.6 pp, low confidence |
| Qwen3.8 Max | 86.6% | 26.3% | estimated ± 11.6 pp, low confidence |
| Ornith-1.5-397B | 86.1% | 25.6% | estimated ± 11.6 pp, low confidence |
| Gemini 3.7 Flash | 85.8% | 25.2% | estimated ± 11.6 pp, low confidence |
| Hy4 preview | 85.4% | 24.7% | estimated ± 11.6 pp, low confidence |
| GPT-5.6 Luna | 84.7% | 23.7% | estimated ± 11.6 pp, low confidence |
| Claude Fable 5 | 84.3% | 23.2% | estimated ± 11.6 pp, low confidence |
| GLM-5.3-Flash | 84.3% | 23.2% | estimated ± 11.6 pp, low confidence |
| Grok 4.5 | 83.3% | 21.9% | estimated ± 11.6 pp, low confidence |
| Ultramarine 1 Flash | 83.2% | 21.7% | estimated ± 11.6 pp, low confidence |
| Muse Spark 1.2 | 82.9% | 21.3% | estimated ± 11.6 pp, low confidence |
| DeepSeek V4 Flash 0731 | 82.7% | 21.1% | estimated ± 11.6 pp, low confidence |
| Sakana Fugu-Ultra | 82.1% | 20.3% | estimated ± 11.6 pp, low confidence |
| Ember-1 | 82.0% | 20.2% | estimated ± 11.6 pp, low confidence |
| SWE-1.7 | 81.5% | 19.6% | estimated ± 11.6 pp, low confidence |
| GLM-5.2 | 81.0% | 19.0% | estimated ± 11.6 pp, low confidence |
| Claude Sonnet 5 | 80.4% | 18.3% | estimated ± 11.6 pp, low confidence |
| Sakana Fugu | 80.2% | 18.1% | estimated ± 11.6 pp, low confidence |
| Muse Spark 1.1 | 80.0% | 17.9% | estimated ± 11.6 pp, low confidence |
| Particle-1 | 79.9% | 17.8% | estimated ± 11.6 pp, low confidence |
| Beam 1.0 501B-A23B FP8 | 78.9% | 16.6% | estimated ± 11.6 pp, low confidence |
| Beam 1.0 501B-A23B NVFP4 | 78.4% | 16.1% | estimated ± 11.6 pp, low confidence |
| Atria Dawn Preview | 78.3% | 16.0% | estimated ± 11.6 pp, low confidence |
| Ornith-1.0-397B | 77.5% | 15.1% | estimated ± 11.6 pp, low confidence |
| Gemini 3.5 Flash | 76.2% | 13.9% | estimated ± 11.6 pp, low confidence |
| dots3-note Preview | 75.1% | 12.8% | estimated ± 11.6 pp, low confidence |
| Claude Opus 4.8 | 74.6% | 12.4% | estimated ± 11.6 pp, low confidence |
| Jais-3-375B-A23B | 73.8% | 11.7% | estimated ± 11.6 pp, low confidence |
| OrcaCyber-Nano-1.0 | 72.5% | 10.6% | estimated ± 11.6 pp, low confidence |
| Seed 2.1 Pro | 71.0% | 9.4% | estimated ± 11.6 pp, low confidence |
| Apodex 1.1 | 70.8% | 9.3% | estimated ± 11.6 pp, low confidence |
| Laguna S 2.1 | 70.2% | 8.9% | estimated ± 11.6 pp, low confidence |
| Quasar 438B | 69.3% | 8.3% | estimated ± 11.6 pp, low confidence |
| Ornith-1.5-35B-A3B | 67.8% | 7.3% | estimated ± 11.6 pp, low confidence |
| Seed 2.1 Turbo | 67.6% | 7.2% | estimated ± 11.6 pp, low confidence |
| Jais-3-MoVA-36B-A4B | 67.3% | 7.0% | estimated ± 11.6 pp, low confidence |
| Nemotron 3.5 Super VL 120B A12B | 66.7% | 6.7% | estimated ± 11.6 pp, low confidence |
| MiniMax M3 | 66.0% | 6.3% | estimated ± 11.6 pp, low confidence |
| Pokee-Isaac 28B | 65.1% | 5.8% | estimated ± 11.6 pp, low confidence |
| Inkling-Small | 64.7% | 5.6% | estimated ± 11.6 pp, low confidence |
| Ornith-1.0-35B | 64.2% | 5.4% | estimated ± 11.6 pp, low confidence |
| Jais-3-32B | 63.7% | 5.1% | estimated ± 11.6 pp, low confidence |
| MAI-Code-1.1-Flash | 62.9% | 4.8% | estimated ± 11.6 pp, low confidence |
| Nemotron 3.5 Super VL 120B A12B NVFP4 | 60.8% | 3.9% | estimated ± 11.6 pp, low confidence |
| Step 3.7 Flash | 59.5% | 3.4% | estimated ± 11.6 pp, low confidence |
| Ling 3.0 Flash | 57.0% | 2.7% | estimated ± 11.6 pp, low confidence |
| Solar Pro 4 | 57.0% | 2.7% | estimated ± 11.6 pp, low confidence |
| Nemotron 3 Ultra | 56.4% | 2.5% | estimated ± 11.6 pp, low confidence |
| Flint | 54.9% | 2.2% | estimated ± 11.6 pp, low confidence |
| Gemini 3.5 Flash-Lite | 54.0% | 2.0% | estimated ± 11.6 pp, low confidence |
| Nemotron 3.5 Bolt 74B-A9B BF16 | 53.9% | 1.9% | estimated ± 11.6 pp, low confidence |
| Ternary Bonsai 2 27B | 52.8% | 1.7% | estimated ± 11.6 pp, low confidence |
| Muse Glimmer 30B | 51.7% | 1.5% | estimated ± 11.6 pp, low confidence |
| Nemotron 3.5 Bolt 74B-A9B | 51.0% | 1.4% | estimated ± 11.6 pp, low confidence |
| Jais-3-7B | 46.4% | 0.8% | estimated ± 11.6 pp, low confidence |
| Ornith-1.5-9B | 46.2% | 0.8% | estimated ± 11.6 pp, low confidence |
| K-EXAONE 2.0 | 43.8% | 0.6% | estimated ± 11.6 pp, low confidence |
| Ornith-1.0-9B | 43.1% | 0.5% | estimated ± 11.6 pp, low confidence |
| Jais-3-3.7B | 41.2% | 0.4% | estimated ± 11.6 pp, low confidence |
Fitted on
| Model | Terminal-Bench 2.1 | AA Terminal-Bench 4.0 |
|---|---|---|
| Gemini 3.8 Flash | 89.4% | 19.7% |
| GLM-5.3 | 88.2% | 41.9% |
| Inkling | 63.8% | 1.0% |
| MiMo-V2.6-Pro | 89.9% | 34.8% |
| Qwen3.8-27B | 73.0% | 5.6% |
| Beam 1.0 501B-A23B | 80.1% | 3.0% |
| Step 5 Preview | 85.0% | 33.3% |