# SciCode → SWE-bench Pro

Calibration · https://benchgap.net/calibration/1407 · data retrieved 2026-10-29

SWE-bench Pro is estimated from SciCode with a Hill curve fitted on 19 models measured on both: y = 0.0379 + (0.6771 − 0.0379)·x^6.00 / (0.35687^6.00 + x^6.00), R² = 0.71, cross-validated error 9.7 pp. It is used for 1 estimate.

| Estimated model | SciCode | SWE-bench Pro | Source |
|---|---|---|---|
| [Ling 3.0 Flash FP8](https://benchgap.net/model/ling-3-0-flash-fp8.md) | 40.4% | 47.1% | estimated ± 9.7 pp, medium confidence |

## Fitted on

| Model | SciCode | SWE-bench Pro |
|---|---|---|
| [Gemini 3.5 Flash](https://benchgap.net/model/gemini-3-5-flash.md) | 53.1% | 55.1% |
| [Granite 4.2 30B](https://benchgap.net/model/granite-4-2-30b.md) | 38.8% | 33.3% |
| [Granite 4.2 8B](https://benchgap.net/model/granite-4-2-8b.md) | 36.1% | 19.1% |
| [Inkling-Small](https://benchgap.net/model/inkling-small.md) | 48.7% | 55.9% |
| [Kimi K2.6](https://benchgap.net/model/kimi-2-6.md) | 52.2% | 58.6% |
| [Kimi K2.5](https://benchgap.net/model/kimi-k2-5.md) | 48.7% | 50.7% |
| [Ling 3.0 Flash](https://benchgap.net/model/ling-3-0-flash.md) | 41.2% | 56.6% |
| [MiniCPM5-2B](https://benchgap.net/model/minicpm5-2b.md) | 26.3% | 14.4% |
| [Muse Glimmer 30B](https://benchgap.net/model/muse-glimmer-30b.md) | 43.6% | 51.2% |
| [Qwen 3.6 Max (preview)](https://benchgap.net/model/qwen3-6-max-preview.md) | 47.0% | 57.3% |
| [Qwen3.7 Max](https://benchgap.net/model/qwen3-7-max.md) | 53.5% | 60.6% |
| [Qwen3.7 Plus](https://benchgap.net/model/qwen3-7-plus.md) | 51.3% | 57.6% |
| [Beam 1.0 501B-A23B](https://benchgap.net/model/reflection-beam.md) | 49.2% | 66.1% |
| [Beam 1.0 501B-A23B FP8](https://benchgap.net/model/reflection-beam-fp8.md) | 48.3% | 65.9% |
| [Beam 1.0 501B-A23B NVFP4](https://benchgap.net/model/reflection-beam-nvfp4.md) | 46.9% | 65.6% |
| [Sage-A1.5](https://benchgap.net/model/sage-a1-5.md) | 44.3% | 61.2% |
| [Sakana Fugu](https://benchgap.net/model/sakana-fugu.md) | 60.1% | 59.0% |
| [Sakana Fugu-Ultra](https://benchgap.net/model/sakana-fugu-ultra.md) | 58.7% | 73.7% |
| [Spark-X2.6-4B](https://benchgap.net/model/spark-x2-6-4b.md) | 36.8% | 54.3% |