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
A rigorous code synthesis evaluation framework that augments existing datasets with extensive test cases generated by LLM and mutation-based strategies to better assess functional correctness of generated code, including HumanEval+ with 80x more test cases
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 |
|---|---|---|---|---|---|
| Kimi K2 Base | 0.803 | Not recorded | Not recorded | 2025-07-11 · model_announcement | LLM Stats |
| Qwen2 72B Instruct | 0.79 | Not recorded | Not recorded | 2024-07-23 · model_announcement | LLM Stats |
| Qwen3 235B A22B | 0.776 | Not recorded | Not recorded | 2025-04-29 · model_announcement | LLM Stats |
| Qwen2 7B Instruct | 0.703 | Not recorded | Not recorded | 2024-07-23 · model_announcement | LLM Stats |