QIMMA - 3LM MBPP+: leaderboard
Metric: pass@1 (%). Source: huggingface.co. 83 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Qwen 3 235B A22B 2507 Instruct | 77.51 |
| 2 | Qwen 3.5 397B A17B | 76.72 |
| 3 | Qwen 3.5 27B | 74.34 |
| 4 | Qwen 3.6 35B A3B | 74.07 |
| 5 | Qwen 3.8 27B | 73.81 |
| 6 | Qwen 3.6 27B | 73.02 |
| 7 | Qwen 2.5 72B Instruct | 72.75 |
| 8 | Qwen 2.5 32B Instruct | 72.75 |
| 9 | Qwen 3.5 122B A10B | 72.49 |
| 10 | Gemma 3 27B (IT) | 71.43 |
| 11 | Llama 3.3 70B Instruct | 71.16 |
| 12 | Gemma 3 12B (IT) | 70.63 |
| 13 | Qwen 3.5 35B A3B | 70.63 |
| 14 | AIC-1 | 69.58 |
| 15 | Gemma 4 31B (IT) | 68.25 |
Interactive version: theaggregate.ai/benchmark?slug=qimma-3lm-mbpp-plus · How It Works · Data refreshed daily, snapshot 2026-09-19.