LLM Stats (SWE-bench Multilingual): leaderboard
Metric: Score (%). Source: llm-stats.com. 45 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Mythos Preview | 87.3 |
| 2 | Claude Opus 4.8 | 84.4 |
| 3 | Hy4 preview | 82.9 |
| 4 | Qwen3.8-Flash-Next | 81 |
| 5 | Qwen 3.8 Flash | 81 |
| 6 | Laguna S 2.1 | 78.5 |
| 7 | Qwen 3.7 Max | 78.3 |
| 8 | Claude Sonnet 5 | 78.3 |
| 9 | Claude Opus 4.6 | 77.83 |
| 10 | Kimi K2.6 | 76.7 |
| 11 | MiniMax-M2.7 | 76.5 |
| 12 | DeepSeek V4 Pro (Max) | 76.2 |
| 13 | Qwen 3.7 Plus | 75.8 |
| 14 | Hy3 | 75.8 |
| 15 | Qwen 3.6 Plus | 73.8 |
Interactive version: theaggregate.ai/benchmark?slug=llm-stats-swe-bench-multilingual · How It Works · Data refreshed daily, snapshot 2026-09-19.