code benchmark
CFEval Leaderboard
CFEval benchmark for evaluating code generation and problem-solving capabilities
Updated Aug 17, 2026
Models2
Model coverage2
MetricScore
EvidenceB
CFEval Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelAC | Score2,134 points | Percentile100.0% | Participants2 | EvidenceC | Evaluated |
| Rank02 | ModelAC | Score2,071 points | Percentile0.0% | Participants2 | EvidenceC | Evaluated |
CFEval Highlights
The leading models and scores on this benchmark.
CFEval Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for CFEval
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
Ranking basisThis cfeval AI model leaderboard uses descending score in the benchmark's original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.
- 01ACQwen3-235B-A22B-Thinking-2507Alibaba Cloud / Qwen Team
- Score
- 2,134 points
Strengths
- Ranks #1 of 2 compared models
- 100th percentile on this benchmark
- C evidence result
Considerations
- This result measures CFEval, not total model capability
- 02ACQwen3-Next-80B-A3B-ThinkingAlibaba Cloud / Qwen Team
- Score
- 2,071 points
- Price
- $0.50 input / $6.0 output per 1M tokens
Strengths
- Ranks #2 of 2 compared models
- 0th percentile on this benchmark
- C evidence result
Considerations
- This result measures CFEval, not total model capability
Selection summary
Best AI Models for CFEval
Qwen3-235B-A22B-Thinking-2507 currently leads CFEval with 2,134 points. 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 CFEval?
What CFEval measures and how its scores work.
CFEval benchmark for evaluating code generation and problem-solving capabilities
Scores are shown in points. This benchmark is not independently verified and has an evidence level of B.
- Family
- CFEval
- Modality
- text
- Primary category
- code
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- cfeval|llm-stats-current
Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about CFEval.
Which model scores highest on CFEval?
Qwen3-235B-A22B-Thinking-2507 is currently ranked first with 2,134 points.
What does CFEval measure?
CFEval benchmark for evaluating code generation and problem-solving capabilities
Is a higher score better?
Yes. Higher values rank better for this benchmark.
How many models are compared?
2 model results are currently shown.
Does this benchmark affect the overall score?
No. This benchmark is shown for reference but does not contribute to the overall score.