# SWE Multilingual → INCLUDE

Calibration · https://benchgap.net/calibration/1453 · data retrieved 2026-10-29

INCLUDE is estimated from SWE Multilingual with a linear curve fitted on 7 models measured on both: y = 0.2784·x + 0.6417, R² = 0.64, cross-validated error 2.0 pp. It is used for 41 estimates.

| Estimated model | SWE Multilingual | INCLUDE | Source |
|---|---|---|---|
| [Claude Opus 5.5](https://benchgap.net/model/claude-opus-5-5.md) | 93.9% | 90.3% | estimated ± 2.0 pp, low confidence |
| [Claude Mythos 5](https://benchgap.net/model/claude-mythos-5.md) | 92.2% | 89.8% | estimated ± 2.0 pp, low confidence |
| [Claude Sonnet 5.5](https://benchgap.net/model/claude-sonnet-5-5.md) | 90.3% | 89.3% | estimated ± 2.0 pp, low confidence |
| [Claude Fable 5.1](https://benchgap.net/model/claude-fable-5-1.md) | 89.1% | 89.0% | estimated ± 2.0 pp, medium confidence |
| [Ling 3.1 Flash](https://benchgap.net/model/ling-3-1-flash.md) | 88.5% | 88.8% | estimated ± 2.0 pp, medium confidence |
| [Hy4 preview](https://benchgap.net/model/hy4-preview.md) | 82.9% | 87.2% | estimated ± 2.0 pp, medium confidence |
| [Qwen3.8-Flash-Next](https://benchgap.net/model/qwen3-8-flash-next.md) | 81.0% | 86.7% | estimated ± 2.0 pp, medium confidence |
| [Qwen3.8-Omni-Flash](https://benchgap.net/model/qwen3-8-omni-flash.md) | 80.5% | 86.6% | estimated ± 2.0 pp, medium confidence |
| [Composer 2.5](https://benchgap.net/model/composer-2-5.md) | 79.8% | 86.4% | estimated ± 2.0 pp, medium confidence |
| [Ornith-1.5-397B](https://benchgap.net/model/ornith-1-5-397b.md) | 79.6% | 86.3% | estimated ± 2.0 pp, medium confidence |
| [Ornith-1.0-397B](https://benchgap.net/model/ornith-1-0-397b.md) | 78.9% | 86.1% | estimated ± 2.0 pp, medium confidence |
| [Laguna S 2.1](https://benchgap.net/model/laguna-s-2-1.md) | 78.5% | 86.0% | estimated ± 2.0 pp, medium confidence |
| [Claude Sonnet 5](https://benchgap.net/model/claude-sonnet-5.md) | 78.3% | 86.0% | estimated ± 2.0 pp, medium confidence |
| [Beam 1.0 501B-A23B](https://benchgap.net/model/reflection-beam.md) | 78.3% | 86.0% | estimated ± 2.0 pp, medium confidence |
| [Beam 1.0 501B-A23B FP8](https://benchgap.net/model/reflection-beam-fp8.md) | 78.1% | 85.9% | estimated ± 2.0 pp, medium confidence |
| [Grok 4.5](https://benchgap.net/model/grok-4-5.md) | 78.0% | 85.9% | estimated ± 2.0 pp, medium confidence |
| [SWE-1.7](https://benchgap.net/model/swe-1-7.md) | 77.8% | 85.8% | estimated ± 2.0 pp, medium confidence |
| [Beam 1.0 501B-A23B NVFP4](https://benchgap.net/model/reflection-beam-nvfp4.md) | 77.5% | 85.7% | estimated ± 2.0 pp, medium confidence |
| [Kimi K2.6](https://benchgap.net/model/kimi-2-6.md) | 76.7% | 85.5% | estimated ± 2.0 pp, medium confidence |
| [MiniMax M2.7](https://benchgap.net/model/minimax-m2-7.md) | 76.5% | 85.5% | estimated ± 2.0 pp, medium confidence |
| [DeepSeek V4 Pro 0813](https://benchgap.net/model/deepseek-v4-pro-0813.md) | 76.2% | 85.4% | estimated ± 2.0 pp, medium confidence |
| [dots3-note Preview](https://benchgap.net/model/dots3-note-preview.md) | 75.7% | 85.2% | estimated ± 2.0 pp, medium confidence |
| [Composer 2](https://benchgap.net/model/composer-2.md) | 73.7% | 84.7% | estimated ± 2.0 pp, medium confidence |
| [DeepSeek V4 Flash 0731](https://benchgap.net/model/deepseek-v4-flash-0731.md) | 73.3% | 84.6% | estimated ± 2.0 pp, medium confidence |
| [Sage-A1.5](https://benchgap.net/model/sage-a1-5.md) | 72.7% | 84.4% | estimated ± 2.0 pp, medium confidence |
| [Ling 3.0 Flash](https://benchgap.net/model/ling-3-0-flash.md) | 72.4% | 84.3% | estimated ± 2.0 pp, medium confidence |
| [MiMo-V2-Flash](https://benchgap.net/model/mimo-v2-flash.md) | 71.7% | 84.1% | estimated ± 2.0 pp, medium confidence |
| [Ornith-1.5-35B-A3B](https://benchgap.net/model/ornith-1-5-35b-a3b.md) | 71.4% | 84.0% | estimated ± 2.0 pp, medium confidence |
| [Qwen3.6-27B](https://benchgap.net/model/qwen3-6-27b.md) | 71.3% | 84.0% | estimated ± 2.0 pp, medium confidence |
| [Ornith-1.0-35B](https://benchgap.net/model/ornith-1-0-35b.md) | 69.3% | 83.5% | estimated ± 2.0 pp, medium confidence |
| [Nemotron 3.5 Super VL 120B A12B](https://benchgap.net/model/nemotron-3-5-super-vl-120b-a12b.md) | 67.7% | 83.0% | estimated ± 2.0 pp, low confidence |
| [Qwen3.6-35B-A3B](https://benchgap.net/model/qwen3-6-35b-a3b.md) | 67.2% | 82.9% | estimated ± 2.0 pp, low confidence |
| [Nemotron 3.5 Super VL 120B A12B NVFP4](https://benchgap.net/model/nemotron-3-5-super-vl-120b-a12b-nvfp4.md) | 67.0% | 82.8% | estimated ± 2.0 pp, low confidence |
| [Spark-X2.6-4B](https://benchgap.net/model/spark-x2-6-4b.md) | 64.7% | 82.2% | estimated ± 2.0 pp, low confidence |
| [Laguna M.1](https://benchgap.net/model/laguna-m-1.md) | 63.1% | 81.7% | estimated ± 2.0 pp, low confidence |
| [Laguna XS 2.1](https://benchgap.net/model/laguna-xs-2-1.md) | 63.1% | 81.7% | estimated ± 2.0 pp, low confidence |
| [LongCat-Flash-Lite-Sparse](https://benchgap.net/model/longcat-flash-lite-sparse.md) | 59.3% | 80.7% | estimated ± 2.0 pp, low confidence |
| [Laguna XS.2](https://benchgap.net/model/laguna-xs-2.md) | 57.7% | 80.2% | estimated ± 2.0 pp, low confidence |
| [Qwen3-Coder 480B-A35B](https://benchgap.net/model/qwen3-coder-480b-a35b.md) | 54.7% | 79.4% | estimated ± 2.0 pp, low confidence |
| [Ornith-1.5-9B](https://benchgap.net/model/ornith-1-5-9b.md) | 54.4% | 79.3% | estimated ± 2.0 pp, low confidence |
| [Ornith-1.0-9B](https://benchgap.net/model/ornith-1-0-9b.md) | 52.0% | 78.6% | estimated ± 2.0 pp, low confidence |

## Fitted on

| Model | SWE Multilingual | INCLUDE |
|---|---|---|
| [Claude Opus 4.5](https://benchgap.net/model/claude-opus-4-5.md) | 77.5% | 86.2% |
| [Claude Opus 4.8](https://benchgap.net/model/claude-opus-4-8.md) | 84.4% | 87.6% |
| [Claude Opus 5](https://benchgap.net/model/claude-opus-5.md) | 89.5% | 89.8% |
| [Kimi K2.5](https://benchgap.net/model/kimi-k2-5.md) | 73.0% | 83.3% |
| [Qwen3.5 397B](https://benchgap.net/model/qwen3-5-397b.md) | 69.3% | 85.6% |
| [Qwen3.7 Max](https://benchgap.net/model/qwen3-7-max.md) | 78.3% | 86.2% |
| [Qwen3.7 Plus](https://benchgap.net/model/qwen3-7-plus.md) | 75.8% | 83.0% |