# SWE-bench Verified → SciCode

Calibration · https://benchgap.net/calibration/1481 · data retrieved 2026-10-29

SciCode is estimated from SWE-bench Verified with a Michaelis–Menten curve fitted on 19 models measured on both: y = 2.0000·x / (2.53169 + x), R² = 0.85, cross-validated error 3.3 pp. It is used for 67 estimates.

| Estimated model | SWE-bench Verified | SciCode | Source |
|---|---|---|---|
| [Claude Mythos 5](https://benchgap.net/model/claude-mythos-5.md) | 95.5% | 54.8% | estimated ± 3.3 pp, medium confidence |
| [Ember-1](https://benchgap.net/model/ember-1.md) | 92.2% | 53.4% | estimated ± 3.3 pp, medium confidence |
| [Claude Opus 4.7 (Adaptive)](https://benchgap.net/model/claude-opus-4-7-adaptive.md) | 87.6% | 51.4% | estimated ± 3.3 pp, medium confidence |
| [Ornith-1.5-397B](https://benchgap.net/model/ornith-1-5-397b.md) | 86.0% | 50.7% | estimated ± 3.3 pp, medium confidence |
| [Ornith-1.0-397B](https://benchgap.net/model/ornith-1-0-397b.md) | 82.4% | 49.1% | estimated ± 3.3 pp, medium confidence |
| [Claude Opus 4.5](https://benchgap.net/model/claude-opus-4-5.md) | 80.9% | 48.4% | estimated ± 3.3 pp, high confidence |
| [Claude Opus 4.6](https://benchgap.net/model/claude-opus-4-6.md) | 80.8% | 48.4% | estimated ± 3.3 pp, high confidence |
| [GPT-5.2](https://benchgap.net/model/gpt-5-2.md) | 80.0% | 48.0% | estimated ± 3.3 pp, high confidence |
| [Ornith-1.5-35B-A3B](https://benchgap.net/model/ornith-1-5-35b-a3b.md) | 79.0% | 47.6% | estimated ± 3.3 pp, high confidence |
| [BTL-4](https://benchgap.net/model/btl-4.md) | 78.4% | 47.3% | estimated ± 3.3 pp, high confidence |
| [dots3-note Preview](https://benchgap.net/model/dots3-note-preview.md) | 78.4% | 47.3% | estimated ± 3.3 pp, high confidence |
| [MiMo-V2-Pro](https://benchgap.net/model/mimo-v2-pro.md) | 78.0% | 47.1% | estimated ± 3.3 pp, high confidence |
| [GLM-5](https://benchgap.net/model/glm-5.md) | 77.8% | 47.0% | estimated ± 3.3 pp, high confidence |
| [Muse Spark](https://benchgap.net/model/muse-spark.md) | 77.4% | 46.8% | estimated ± 3.3 pp, high confidence |
| [Claude Sonnet 4.5](https://benchgap.net/model/claude-sonnet-4-5.md) | 77.2% | 46.7% | estimated ± 3.3 pp, high confidence |
| [Kimi K2.5 (Reasoning)](https://benchgap.net/model/kimi-k2-5-reasoning.md) | 76.8% | 46.5% | estimated ± 3.3 pp, high confidence |
| [Ornith-1.0-35B](https://benchgap.net/model/ornith-1-0-35b.md) | 75.6% | 46.0% | estimated ± 3.3 pp, high confidence |
| [MiMo-V2-Omni](https://benchgap.net/model/mimo-v2-omni.md) | 74.8% | 45.6% | estimated ± 3.3 pp, high confidence |
| [Laguna M.1](https://benchgap.net/model/laguna-m-1.md) | 74.6% | 45.5% | estimated ± 3.3 pp, high confidence |
| [Claude 4.1 Opus](https://benchgap.net/model/claude-4-1-opus.md) | 74.5% | 45.5% | estimated ± 3.3 pp, high confidence |
| [Step 3.5 Flash](https://benchgap.net/model/step-3-5-flash.md) | 74.4% | 45.4% | estimated ± 3.3 pp, high confidence |
| [Flint](https://benchgap.net/model/flint-40b-a2-5b.md) | 74.2% | 45.3% | estimated ± 3.3 pp, high confidence |
| [MAI-Thinking-1](https://benchgap.net/model/mai-thinking-1.md) | 73.5% | 45.0% | estimated ± 3.3 pp, high confidence |
| [MiMo-V2-Flash](https://benchgap.net/model/mimo-v2-flash.md) | 73.4% | 45.0% | estimated ± 3.3 pp, high confidence |
| [Claude Haiku 4.5](https://benchgap.net/model/claude-haiku-4-5.md) | 73.3% | 44.9% | estimated ± 3.3 pp, high confidence |
| [Jais-3-MoVA-36B-A4B](https://benchgap.net/model/jais-3-mova-36b-a4b.md) | 72.8% | 44.7% | estimated ± 3.3 pp, high confidence |
| [Claude 4 Sonnet](https://benchgap.net/model/claude-4-sonnet.md) | 72.7% | 44.6% | estimated ± 3.3 pp, high confidence |
| [MAI-Code-1.1-Flash](https://benchgap.net/model/mai-code-1-1-flash.md) | 72.6% | 44.6% | estimated ± 3.3 pp, high confidence |
| [Claude 4 Opus](https://benchgap.net/model/claude-4-opus.md) | 72.5% | 44.5% | estimated ± 3.3 pp, high confidence |
| [Jais-3-32B](https://benchgap.net/model/jais-3-32b.md) | 72.4% | 44.5% | estimated ± 3.3 pp, high confidence |
| [Qwen3.5-27B](https://benchgap.net/model/qwen3-5-27b.md) | 72.4% | 44.5% | estimated ± 3.3 pp, high confidence |
| [Laguna XS 2.1](https://benchgap.net/model/laguna-xs-2-1.md) | 70.9% | 43.8% | estimated ± 3.3 pp, high confidence |
| [Grok Code Fast 1](https://benchgap.net/model/grok-code-fast-1.md) | 70.8% | 43.7% | estimated ± 3.3 pp, high confidence |
| [Ornith-1.5-9B](https://benchgap.net/model/ornith-1-5-9b.md) | 70.6% | 43.6% | estimated ± 3.3 pp, high confidence |
| [Solar Open 2](https://benchgap.net/model/solar-open-2.md) | 70.4% | 43.5% | estimated ± 3.3 pp, high confidence |
| [Jais-3-375B-A23B](https://benchgap.net/model/jais-3-375b-a23b.md) | 70.2% | 43.4% | estimated ± 3.3 pp, high confidence |
| [Jais-3-7B](https://benchgap.net/model/jais-3-7b.md) | 70.2% | 43.4% | estimated ± 3.3 pp, high confidence |
| [Laguna XS.2](https://benchgap.net/model/laguna-xs-2.md) | 69.9% | 43.3% | estimated ± 3.3 pp, high confidence |
| [Qwen3-Coder 480B-A35B](https://benchgap.net/model/qwen3-coder-480b-a35b.md) | 69.6% | 43.1% | estimated ± 3.3 pp, high confidence |
| [Ornith-1.0-9B](https://benchgap.net/model/ornith-1-0-9b.md) | 69.4% | 43.0% | estimated ± 3.3 pp, high confidence |
| [Qwen3.5-35B-A3B](https://benchgap.net/model/qwen3-5-35b-a3b.md) | 69.2% | 42.9% | estimated ± 3.3 pp, high confidence |
| [LongCat-Flash-Lite-Sparse](https://benchgap.net/model/longcat-flash-lite-sparse.md) | 68.2% | 42.4% | estimated ± 3.3 pp, high confidence |
| [DeepSeek V3.1](https://benchgap.net/model/deepseek-v3-1.md) | 66.0% | 41.4% | estimated ± 3.3 pp, high confidence |
| [Kimi K2](https://benchgap.net/model/kimi-k2.md) | 65.8% | 41.3% | estimated ± 3.3 pp, high confidence |
| [Claude 3.7 Sonnet](https://benchgap.net/model/claude-3-7-sonnet.md) | 62.3% | 39.5% | estimated ± 3.3 pp, high confidence |
| [Ternary Bonsai 2 27B](https://benchgap.net/model/ternary-bonsai-2-27b.md) | 60.8% | 38.7% | estimated ± 3.3 pp, high confidence |
| [Nemotron 3 Super 100B](https://benchgap.net/model/nemotron-3-super-100b.md) | 60.5% | 38.6% | estimated ± 3.3 pp, high confidence |
| [GLM-4.7-Flash](https://benchgap.net/model/glm-4-7-flash.md) | 59.2% | 37.9% | estimated ± 3.3 pp, high confidence |
| [DeepSeek-R1-0528](https://benchgap.net/model/deepseek-r1-0528.md) | 57.6% | 37.1% | estimated ± 3.3 pp, high confidence |
| [MiniMax M1 80k](https://benchgap.net/model/minimax-m1-80k.md) | 56.0% | 36.2% | estimated ± 3.3 pp, high confidence |
| [GPT-4.1](https://benchgap.net/model/gpt-4-1.md) | 54.6% | 35.5% | estimated ± 3.3 pp, high confidence |
| [ZAYA1-74B-Preview](https://benchgap.net/model/zaya1-74b-preview.md) | 53.2% | 34.7% | estimated ± 3.3 pp, high confidence |
| [K-Exaone](https://benchgap.net/model/k-exaone.md) | 49.4% | 32.7% | estimated ± 3.3 pp, high confidence |
| [o3-mini](https://benchgap.net/model/o3-mini.md) | 49.3% | 32.6% | estimated ± 3.3 pp, high confidence |
| [LLaDA2.2-flash](https://benchgap.net/model/llada2-2-flash.md) | 49.3% | 32.6% | estimated ± 3.3 pp, high confidence |
| [DeepSeek-R1](https://benchgap.net/model/deepseek-r1.md) | 49.2% | 32.5% | estimated ± 3.3 pp, high confidence |
| [Claude 3.5 Sonnet](https://benchgap.net/model/claude-3-5-sonnet.md) | 49.0% | 32.4% | estimated ± 3.3 pp, high confidence |
| [Mellum2.1-12B-A2.5B-Thinking](https://benchgap.net/model/mellum2-1-12b-a2-5b-thinking.md) | 47.0% | 31.3% | estimated ± 3.3 pp, high confidence |
| [Devstral Small](https://benchgap.net/model/devstral-small.md) | 46.8% | 31.2% | estimated ± 3.3 pp, high confidence |
| [Sarvam 105B](https://benchgap.net/model/sarvam-105b.md) | 45.0% | 30.2% | estimated ± 3.3 pp, high confidence |
| [Claude 3.5 Haiku](https://benchgap.net/model/claude-3-5-haiku.md) | 40.6% | 27.6% | estimated ± 3.3 pp, medium confidence |
| [Sarvam 30B](https://benchgap.net/model/sarvam-30b.md) | 34.0% | 23.7% | estimated ± 3.3 pp, medium confidence |
| [Gemini 2.5 Flash-Lite](https://benchgap.net/model/gemini-2-5-flash-lite.md) | 31.6% | 22.2% | estimated ± 3.3 pp, medium confidence |
| [GPT-4.1 mini](https://benchgap.net/model/gpt-4-1-mini.md) | 23.6% | 17.1% | estimated ± 3.3 pp, medium confidence |
| [Gemini 2.0 Flash](https://benchgap.net/model/gemini-2-0-flash.md) | 21.4% | 15.6% | estimated ± 3.3 pp, medium confidence |
| [Gemini 2.0 Flash-Lite](https://benchgap.net/model/gemini-2-0-flash-lite.md) | 12.5% | 9.4% | estimated ± 3.3 pp, medium confidence |
| [Gemini 1.5 Flash](https://benchgap.net/model/gemini-1-5-flash.md) | 9.6% | 7.3% | estimated ± 3.3 pp, medium confidence |

## Fitted on

| Model | SWE-bench Verified | SciCode |
|---|---|---|
| [Granite 4.2 30B](https://benchgap.net/model/granite-4-2-30b.md) | 57.0% | 38.8% |
| [Granite 4.2 8B](https://benchgap.net/model/granite-4-2-8b.md) | 47.7% | 36.1% |
| [Hy3 Preview](https://benchgap.net/model/hy3-preview.md) | 74.4% | 41.2% |
| [Inkling-Small](https://benchgap.net/model/inkling-small.md) | 80.2% | 48.7% |
| [K-EXAONE 2.0](https://benchgap.net/model/k-exaone-2-0.md) | 68.2% | 37.4% |
| [Kimi K2.6](https://benchgap.net/model/kimi-2-6.md) | 80.2% | 52.2% |
| [Kimi K2.5](https://benchgap.net/model/kimi-k2-5.md) | 76.8% | 48.7% |
| [LFM2.5-24B-A2B](https://benchgap.net/model/lfm2-5-24b-a2b.md) | 51.0% | 32.7% |
| [LFM3-1.7B](https://benchgap.net/model/lfm3-1-7b.md) | 43.4% | 28.5% |
| [MiniCPM5-2B](https://benchgap.net/model/minicpm5-2b.md) | 46.4% | 26.3% |
| [Muse Glimmer 30B](https://benchgap.net/model/muse-glimmer-30b.md) | 76.0% | 43.6% |
| [Nemotron 3.5 Lightning 30B A3B NVFP4](https://benchgap.net/model/nemotron-3-5-lightning-30b-a3b-nvfp4.md) | 52.8% | 31.4% |
| [Nemotron 3 Ultra](https://benchgap.net/model/nemotron-3-ultra.md) | 71.9% | 44.6% |
| [Qwen3.7 Max](https://benchgap.net/model/qwen3-7-max.md) | 80.4% | 53.5% |
| [Qwen3.7 Plus](https://benchgap.net/model/qwen3-7-plus.md) | 77.7% | 51.3% |
| [Beam 1.0 501B-A23B](https://benchgap.net/model/reflection-beam.md) | 81.6% | 49.2% |
| [Beam 1.0 501B-A23B FP8](https://benchgap.net/model/reflection-beam-fp8.md) | 80.2% | 48.3% |
| [Beam 1.0 501B-A23B NVFP4](https://benchgap.net/model/reflection-beam-nvfp4.md) | 80.7% | 46.9% |
| [Spark-X2.6-4B](https://benchgap.net/model/spark-x2-6-4b.md) | 62.8% | 36.8% |