# SciCode → AA Coding Index

Calibration · https://benchgap.net/calibration/1404 · data retrieved 2026-10-29

AA Coding Index is estimated from SciCode with a linear curve fitted on 15 models measured on both: y = 1.7307·x + -0.2911, R² = 0.76, cross-validated error 9.2 pp. It is used for 1 estimate.

| Estimated model | SciCode | AA Coding Index | Source |
|---|---|---|---|
| [Ling 3.0 Flash FP8](https://benchgap.net/model/ling-3-0-flash-fp8.md) | 40.4% | 40.8% | estimated ± 9.2 pp, medium confidence |

## Fitted on

| Model | SciCode | AA Coding Index |
|---|---|---|
| [Gemini 3.5 Flash](https://benchgap.net/model/gemini-3-5-flash.md) | 53.1% | 70.1% |
| [Granite 4.2 8B](https://benchgap.net/model/granite-4-2-8b.md) | 36.1% | 22.4% |
| [Grok 4.3](https://benchgap.net/model/grok-4-3.md) | 47.3% | 42.3% |
| [Hy3 Preview](https://benchgap.net/model/hy3-preview.md) | 41.2% | 58.8% |
| [Inkling-Small](https://benchgap.net/model/inkling-small.md) | 48.7% | 52.9% |
| [Kimi K2.6](https://benchgap.net/model/kimi-2-6.md) | 52.2% | 61.8% |
| [Kimi K2.5](https://benchgap.net/model/kimi-k2-5.md) | 48.7% | 46.8% |
| [Ling 2.6 Flash](https://benchgap.net/model/ling-2-6-flash.md) | 27.0% | 25.3% |
| [Ling 3.0 Flash](https://benchgap.net/model/ling-3-0-flash.md) | 41.2% | 50.6% |
| [Muse Glimmer 30B](https://benchgap.net/model/muse-glimmer-30b.md) | 43.6% | 49.0% |
| [Nemotron 3.5 Lightning 30B A3B NVFP4](https://benchgap.net/model/nemotron-3-5-lightning-30b-a3b-nvfp4.md) | 31.4% | 26.8% |
| [Nemotron 3 Nano Omni 30B A3B](https://benchgap.net/model/nemotron-3-nano-omni-30b-a3b.md) | 32.0% | 13.8% |
| [Nemotron 3 Ultra](https://benchgap.net/model/nemotron-3-ultra.md) | 44.6% | 49.3% |
| [Qwen3.7 Max](https://benchgap.net/model/qwen3-7-max.md) | 53.5% | 66.0% |
| [Qwen3.7 Plus](https://benchgap.net/model/qwen3-7-plus.md) | 51.3% | 55.9% |