| Anthropic | Claude Sonnet 5.5 (max) | 90.3% | Source for Claude Sonnet 5.5 (max) on SWE-bench Multilingual (opens in a new tab) | 20016 |
| NVIDIA | NVIDIA Nemotron 3 Ultra 550B-A55B | 67.7% | Source for NVIDIA Nemotron 3 Ultra 550B-A55B on SWE-bench Multilingual (opens in a new tab) | 60003 |
| Alibaba (Tongyi) | Qwen3.7-Plus | 75.8% | Source for Qwen3.7-Plus on SWE-bench Multilingual (opens in a new tab) | 130007 |
| Anthropic | Claude Opus 4.8 (adaptive thinking, max) | 84.4% | Source for Claude Opus 4.8 (adaptive thinking, max) on SWE-bench Multilingual (opens in a new tab) | 20011 |
| Alibaba (Tongyi) | Qwen3.7-Max | 78.3% | Source for Qwen3.7-Max on SWE-bench Multilingual (opens in a new tab) | 130006 |
| Cursor | Composer 2.5 | 79.8% | Source for Composer 2.5 on SWE-bench Multilingual (opens in a new tab) | 50004 |
| DeepSeek AI | DeepSeek-V4-Flash (max) | 73.3% | Source for DeepSeek-V4-Flash (max) on SWE-bench Multilingual (opens in a new tab) | 110001 |
| DeepSeek AI | DeepSeek-V4-Pro (max) | 76.2% | Source for DeepSeek-V4-Pro (max) on SWE-bench Multilingual (opens in a new tab) | 110002 |
| Moonshot AI | Kimi K2.6 (thinking) | 76.7% | Source for Kimi K2.6 (thinking) on SWE-bench Multilingual (opens in a new tab) | 120002 |
| Alibaba (Tongyi) | Qwen3.6-35B-A3B | 67.2% | Source for Qwen3.6-35B-A3B on SWE-bench Multilingual (opens in a new tab) | 130005 |
| Anthropic | Claude Opus 4.7 (adaptive thinking, max) | 80.5% | Source for Claude Opus 4.7 (adaptive thinking, max) on SWE-bench Multilingual (opens in a new tab) | 20010 |
| Alibaba (Tongyi) | Qwen3.6-Plus | 73.8% | Source for Qwen3.6-Plus on SWE-bench Multilingual (opens in a new tab) | 130004 |
| Cursor | Composer 1 | 56.9% | Source for Composer 1 on SWE-bench Multilingual (opens in a new tab) | 50001 |
| Cursor | Composer 1.5 | 65.9% | Source for Composer 1.5 on SWE-bench Multilingual (opens in a new tab) | 50002 |
| Cursor | Composer 2 | 73.7% | Source for Composer 2 on SWE-bench Multilingual (opens in a new tab) | 50003 |
| MiniMax | MiniMax M2.7 | 76.5% | Source for MiniMax M2.7 on SWE-bench Multilingual (opens in a new tab) | 140002 |
| NVIDIA | NVIDIA Nemotron 3 Super 120B-A12B (OpenHands) | 45.8% | Source for NVIDIA Nemotron 3 Super 120B-A12B (OpenHands) on SWE-bench Multilingual (opens in a new tab) | 60002 |
| Alibaba (Tongyi) | Qwen3.5-397B-A17B | 69.3% | Source for Qwen3.5-397B-A17B on SWE-bench Multilingual (opens in a new tab) | 130003 |
| Anthropic | Claude Sonnet 4.6 (adaptive thinking, max) | 75.9% | Source for Claude Sonnet 4.6 (adaptive thinking, max) on SWE-bench Multilingual (opens in a new tab) | 20009 |
| Z.ai | GLM-5 (thinking) | 73.3% | Source for GLM-5 (thinking) on SWE-bench Multilingual (opens in a new tab) | 150002 |
| Anthropic | Claude Opus 4.6 (adaptive thinking, max) | 77.8% | Source for Claude Opus 4.6 (adaptive thinking, max) on SWE-bench Multilingual (opens in a new tab) | 20008 |
| Moonshot AI | Kimi K2.5 (non-thinking) | 73.0% | Source for Kimi K2.5 (non-thinking) on SWE-bench Multilingual (opens in a new tab) | 120001 |
| Z.ai | GLM-4.7 | 66.7% | Source for GLM-4.7 on SWE-bench Multilingual (opens in a new tab) | 150001 |
| Mistral AI | Devstral 2 | 61.3% | Source for Devstral 2 on SWE-bench Multilingual (opens in a new tab) | 90002 |
| Mistral AI | Devstral Small 2 | 55.7% | Source for Devstral Small 2 on SWE-bench Multilingual (opens in a new tab) | 90003 |