AI benchmarks and leaderboards are different things
Learn the difference between a benchmark, an evaluation run and a leaderboard, and use each to answer the right question.
LLM Stats
MultiPL-E is a scalable and extensible system for translating unit test-driven code generation benchmarks to multiple programming languages. It extends HumanEval and MBPP Python benchmarks to 18 additional programming languages, enabling evaluation of neural code generation models across diverse programming paradigms and language features.
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.
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| Qwen3-235B-A22B-Instruct-2507 | 0.879 | Not recorded | Not recorded | 2025-07-22 · model_announcement | LLM Stats |
| Qwen3-Next-80B-A3B-Instruct | 0.878 | Not recorded | Not recorded | 2025-09-10 · model_announcement | LLM Stats |
| Qwen3 VL 235B A22B Instruct | 0.861 | Not recorded | Not recorded | 2025-09-22 · model_announcement | LLM Stats |
| Kimi K2-Instruct-0905 | 0.857 | Not recorded | Not recorded | 2025-09-05 · model_announcement | LLM Stats |
| Kimi K2 Instruct | 0.857 | Not recorded | Not recorded | 2025-07-11 · model_announcement | LLM Stats |
| Qwen2.5 32B Instruct | 0.754 | Not recorded | Not recorded | 2024-09-19 · model_announcement | LLM Stats |
| Qwen2.5 72B Instruct | 0.751 | Not recorded | Not recorded | 2024-09-19 · model_announcement | LLM Stats |
| Qwen2.5 14B Instruct | 0.728 | Not recorded | Not recorded | 2024-09-19 · model_announcement | LLM Stats |
| Qwen2.5 7B Instruct | 0.704 | Not recorded | Not recorded | 2024-09-19 · model_announcement | LLM Stats |
| Qwen2 72B Instruct | 0.692 | Not recorded | Not recorded | 2024-07-23 · model_announcement | LLM Stats |
| Qwen3 235B A22B | 0.6594 | Not recorded | Not recorded | 2025-04-29 · model_announcement | LLM Stats |
| Qwen2.5-Omni-7B | 0.658 | Not recorded | Not recorded | 2025-03-27 · model_announcement | LLM Stats |
| Qwen2 7B Instruct | 0.591 | Not recorded | Not recorded | 2024-07-23 · model_announcement | LLM Stats |