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
HumanEval+
Enhanced version of HumanEval that extends the original test cases by 80x using EvalPlus framework for rigorous evaluation of LLM-synthesized code functional correctness, detecting previously undetected wrong code
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 10
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| Phi 4 Reasoning | 0.929 | Not recorded | Not recorded | 2025-04-30 · model_announcement | LLM Stats |
| Phi 4 Reasoning Plus | 0.923 | Not recorded | Not recorded | 2025-04-30 · model_announcement | LLM Stats |
| Granite 3.3 8B Base | 0.8609 | Not recorded | Not recorded | 2025-04-16 · model_announcement | LLM Stats |
| Granite 3.3 8B Instruct | 0.8609 | Not recorded | Not recorded | 2025-04-16 · model_announcement | LLM Stats |
| Phi 4 | 0.828 | Not recorded | Not recorded | 2024-12-12 · model_announcement | LLM Stats |
| IBM Granite 4.0 Tiny Preview | 0.783 | Not recorded | Not recorded | 2025-05-02 · model_announcement | LLM Stats |
| MiMo-V2.5-Pro | 0.756 | Not recorded | Not recorded | 2026-04-27 · model_announcement | LLM Stats |
| Qwen2.5 32B Instruct | 0.524 | Not recorded | Not recorded | 2024-09-19 · model_announcement | LLM Stats |
| Qwen2.5 14B Instruct | 0.512 | Not recorded | Not recorded | 2024-09-19 · model_announcement | LLM Stats |
| ERNIE 4.5 | 0.25 | Not recorded | Not recorded | 2025-06-25 · model_announcement | LLM Stats |