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MultiPL-E benchmark
AI model leaderboard for the MultiPL-E benchmark. Compare how large language models score on MultiPL-E, see the full ranking, and understand what this AI benchmark measures. Ling-1T currently leads with 77.91. Multi-language code-generation benchmark — translates HumanEval/MBPP into 18+ programming languages.
Leaderboard
| # | Model | Organization | Score | Variant | Source |
|---|---|---|---|---|---|
| #1 | Ling-1T | Ant Group | 77.91 | pass@1 | official ↗ |
| #2 | DeepSeek-V3.1-Terminus | DeepSeek | 77.68 | non-thinking-cited-ling-1t | official ↗ |
| #3 | GPT-5 | OpenAI | 76.66 | main-cited-ling-1t | official ↗ |
| #4 | Kimi K2 | Moonshot | 73.54 | instruct-0905-cited-ling-1t | official ↗ |
| #5 | gemini-2.5-pro | Google DeepMind | 71.48 | lowthink-cited-ling-1t | official ↗ |
| #6 | Granite-4.0-H-Small | IBM | 57.37 | pass@1-multiple | official ↗ |
| #7 | Granite-4.0-H-Tiny | IBM | 55.83 | pass@1-multiple | official ↗ |
| #8 | Qwen2-57B-A14B | Qwen | 49.8 | base-from-hf-readme | official ↗ |
| #9 | Granite-4.0-H-Micro | IBM | 49.46 | pass@1-multiple | official ↗ |
| #10 | Qwen2-7B | Qwen | 46.3 | base-from-hf-readme | official ↗ |
| #11 | Yi-1.5-34B | 01.AI | 39.5 | cited-qwen2-57b | official ↗ |
| #12 | Mixtral 8x7B | Mistral AI | 39 | cited-qwen2-57b | official ↗ |
| #13 | Qwen1.5-32B | Qwen | 38.5 | cited-qwen2-57b | official ↗ |
Frequently asked questions about MultiPL-E
What is the MultiPL-E benchmark?
Multi-language code-generation benchmark — translates HumanEval/MBPP into 18+ programming languages.
How is the MultiPL-E benchmark scored?
MultiPL-E is scored using the pass@1 metric, where a higher score is better. GenAIList aggregates reported scores from model providers and papers into a single ranked leaderboard.
Which AI model scores highest on MultiPL-E?
As of the latest reported scores on GenAIList, Ling-1T achieves the highest result on MultiPL-E with a score of 77.91.
Is a higher MultiPL-E score better?
Yes. On MultiPL-E a higher score indicates better performance, so models near the top of the leaderboard are the strongest.