reasoning benchmark
HumanEval Plus Leaderboard
HumanEval Plus is an enhanced version of HumanEval that extends the original test cases by 80x using the EvalPlus framework.
Updated Sep 5, 2026
Models1
Model coverage1
MetricScore
EvidenceB
HumanEval Plus Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelMA | Score92.90% | Percentile100.00% | Participants1 | EvidenceC | Evaluated |
HumanEval Plus Highlights
The leading models and scores on this benchmark.
The Top AI Models for HumanEval Plus
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
Ranking basisThis humaneval plus AI model leaderboard uses descending score in the benchmark original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.
- 01MAMistral AI
- Score
- 92.90%
Strengths
- Ranks #1 of 1 compared models
- 100th percentile on this benchmark
- C evidence result
Considerations
- This result measures HumanEval Plus, not total model capability
Selection summary
Best AI Models for HumanEval Plus
Mistral Small 3.2 24B Instruct currently leads HumanEval Plus with 92.90%. It is the top model on this specific benchmark, while the best LLM for the broader task should also be checked against other benchmarks, price, and runtime.
Use this leaderboard with the supporting benchmark results and coverage details above. A leaderboard position summarizes the selected ranking signal; it does not replace workload-specific testing.
What is HumanEval Plus?
What HumanEval Plus measures and how its scores work.
HumanEval Plus is a benchmark for evaluating LLM-synthesized code using extended HumanEval test cases.
It measures the functional correctness of LLM-synthesized code and detects previously undetected wrong code.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- HumanEval Plus
- Modality
- text
- Primary category
- reasoning
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- overall
LLM Stats. Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about HumanEval Plus.
Which model scores highest on HumanEval Plus?
Mistral Small 3.2 24B Instruct is currently ranked first with 92.90%.
What are the top three models on HumanEval Plus?
The current leaders are Mistral Small 3.2 24B Instruct (92.90%).
Which HumanEval Plus model has the lowest official input price?
No matched official input price is currently available.
Which models are fastest among HumanEval Plus results?
No matched runtime record is currently available.
Does the highest score result prove overall model quality?
No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.