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LLM Stats
SWE-bench Multilingual
A multilingual benchmark for issue resolving in software engineering that covers Java, TypeScript, JavaScript, Go, Rust, C, and C++. Contains 1,632 high-quality instances carefully annotated from 2,456 candidates by 68 expert annotators, designed to evaluate Large Language Models across diverse software ecosystems beyond Python.
Evaluation context and evidence
- Source
- LLM Stats
- Publisher
- Not recorded
- Benchmark release
- Not recorded
- Collected
- 2026-08-17
- Modality
- text
These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.
Original sources
Reported results 38
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| Claude Mythos Preview | 0.873 | Not recorded | Not recorded | 2026-04-07 · model_announcement | LLM Stats |
| Claude Opus 4.8 | 0.844 | Not recorded | Not recorded | 2026-05-28 · model_announcement | LLM Stats |
| Laguna S 2.1 | 0.785 | Not recorded | Not recorded | 2026-07-21 · model_announcement | LLM Stats |
| Claude Sonnet 5 | 0.783 | Not recorded | Not recorded | 2026-06-30 · model_announcement | LLM Stats |
| Qwen3.7 Max | 0.783 | Not recorded | Not recorded | 2026-05-19 · model_announcement | LLM Stats |
| Claude Opus 4.6 | 0.7783 | Not recorded | Not recorded | 2026-02-05 · model_announcement | LLM Stats |
| Kimi K2.6 | 0.767 | Not recorded | Not recorded | 2026-04-20 · model_announcement | LLM Stats |
| MiniMax M2.7 | 0.765 | Not recorded | Not recorded | 2026-03-18 · model_announcement | LLM Stats |
| DeepSeek-V4-Pro-Max | 0.762 | Not recorded | Not recorded | 2026-04-23 · model_announcement | LLM Stats |
| Hy3 | 0.758 | Not recorded | Not recorded | 2026-07-06 · model_announcement | LLM Stats |
| Qwen3.7-Plus | 0.758 | Not recorded | Not recorded | 2026-05-31 · model_announcement | LLM Stats |
| Qwen3.6 Plus | 0.738 | Not recorded | Not recorded | 2026-04-02 · model_announcement | LLM Stats |
| DeepSeek-V4-Flash-Max | 0.733 | Not recorded | Not recorded | 2026-04-23 · model_announcement | LLM Stats |
| Kimi K2.5 | 0.73 | Not recorded | Not recorded | 2026-01-27 · model_announcement | LLM Stats |
| MiniMax M2.1 | 0.725 | Not recorded | Not recorded | 2025-12-23 · model_announcement | LLM Stats |
| MiMo-V2-Pro | 0.717 | Not recorded | Not recorded | 2026-03-18 · model_announcement | LLM Stats |
| MiMo-V2-Flash | 0.717 | Not recorded | Not recorded | 2025-12-16 · model_announcement | LLM Stats |
| Qwen3.6-27B | 0.713 | Not recorded | Not recorded | 2026-04-21 · model_announcement | LLM Stats |
| DeepSeek-V4-Flash-0423 | 0.702 | Not recorded | Not recorded | 2026-04-23 · model_announcement | LLM Stats |
| DeepSeek-V3.2 | 0.702 | Not recorded | Not recorded | 2025-12-01 · model_announcement | LLM Stats |
| DeepSeek-V3.2 (Thinking) | 0.702 | Not recorded | Not recorded | 2025-12-01 · model_announcement | LLM Stats |
| Qwen3.5-397B-A17B | 0.693 | Not recorded | Not recorded | 2026-02-16 · model_announcement | LLM Stats |
| Nemotron 3 Ultra (550B A55B) | 0.677 | Not recorded | Not recorded | 2026-06-04 · model_announcement | LLM Stats |
| Qwen3.6-35B-A3B | 0.672 | Not recorded | Not recorded | 2026-04-16 · model_announcement | LLM Stats |
| GLM-4.7 | 0.667 | Not recorded | Not recorded | 2025-12-22 · model_announcement | LLM Stats |
| MAI-Code-1-Flash | 0.655 | Not recorded | Not recorded | 2026-06-02 · model_announcement | LLM Stats |
| Laguna XS 2.1 | 0.631 | Not recorded | Not recorded | 2026-07-02 · model_announcement | LLM Stats |
| Kimi K2-Thinking-0905 | 0.611 | Not recorded | Not recorded | 2025-09-05 · model_announcement | LLM Stats |
| DeepSeek-V3.2-Exp | 0.579 | Not recorded | Not recorded | 2025-09-29 · model_announcement | LLM Stats |
| MiniMax M2 | 0.565 | Not recorded | Not recorded | 2025-10-27 · model_announcement | LLM Stats |
| Qwen3-Coder 480B A35B Instruct | 0.547 | Not recorded | Not recorded | 2025-01-31 · model_announcement | LLM Stats |
| DeepSeek-V3.1 | 0.545 | Not recorded | Not recorded | 2025-01-10 · model_announcement | LLM Stats |
| Kimi K2-Instruct-0905 | 0.473 | Not recorded | Not recorded | 2025-09-05 · model_announcement | LLM Stats |
| Kimi K2 Instruct | 0.473 | Not recorded | Not recorded | 2025-07-11 · model_announcement | LLM Stats |
| Nemotron 3 Super (120B A12B) | 0.4578 | Not recorded | Not recorded | 2026-03-11 · model_announcement | LLM Stats |
| Nemotron 3.5 Lightning (30B A3B) | 0.3933 | Not recorded | Not recorded | 2026-08-11 · model_announcement | LLM Stats |
| LongCat-Flash-Lite | 0.381 | Not recorded | Not recorded | 2026-02-05 · model_announcement | LLM Stats |
| DeepSeek-R1-0528 | 0.305 | Not recorded | Not recorded | 2025-05-28 · model_announcement | LLM Stats |