reasoning benchmark
EvalPlus
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
Updated Aug 11, 2026
Models4
Model coverage4
MetricScore
EvidenceB
EvalPlus Ranking
Higher score ranks better on this benchmark.
| 01 | MA | 0.803 points | 100.0% | 4 | C | |
| 02 | AC | 0.79 points | 66.7% | 4 | C | |
| 03 | AC | 0.776 points | 33.3% | 4 | C | |
| 04 | AC | 0.703 points | 0.0% | 4 | C |
EvalPlus Score Distribution
A closer view of the leading scores on this benchmark.
EvalPlus Highlights
The leading models and scores on this benchmark.
What is EvalPlus?
What EvalPlus measures and how its scores work.
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
Scores are shown in points. This benchmark is not independently verified and has an evidence level of B.
- Family
- EvalPlus
- Modality
- text
- Primary category
- reasoning
- Score direction
- higher
- LLMBoard eligible
- Yes
- Evaluation key
- evalplus|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about EvalPlus.
Which model scores highest on EvalPlus?
Kimi K2 Base is currently ranked first with 0.803 points.
What does EvalPlus measure?
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
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
4 model results are currently shown.
Does this benchmark affect the overall score?
Yes. This benchmark can contribute to the current LLMBoard capability score.