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code benchmark

CFEval Leaderboard

CFEval is a code benchmark for evaluating code generation and problem-solving capabilities.

Updated Sep 5, 2026

Models2
Model coverage2
MetricScore
EvidenceB

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CFEval Ranking

Higher score ranks better on this benchmark.

2 rows
Columns

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Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelACQwen3-235B-A22B-Thinking-2507Alibaba Cloud / Qwen TeamScore2,134.00 pointsPercentile100.00%Participants2EvidenceCEvaluatedSep 8, 2026
Rank02ModelACQwen3-Next-80B-A3B-ThinkingAlibaba Cloud / Qwen TeamScore2,071.00 pointsPercentile0.00%Participants2EvidenceCEvaluatedSep 8, 2026

CFEval Highlights

The leading models and scores on this benchmark.

Rank #1Qwen3-235B-A22B-Thinking-25072,134.00 pointsRank #2Qwen3-Next-80B-A3B-Thinking2,071.00 points

CFEval Score Distribution

A closer view of the leading scores on this benchmark.

CFEval

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.

What is CFEval?

What CFEval measures and how its scores work.

CFEval is a benchmark for evaluating code generation and problem-solving capabilities.

CFEval measures code generation and problem-solving capabilities, reported as a Score in points.

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
overall

LLM Stats. 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 2,134.00 points.

What are the top three models on CFEval?

The current leaders are Qwen3-235B-A22B-Thinking-2507 (2,134.00 points) and Qwen3-Next-80B-A3B-Thinking (2,071.00 points).

Which CFEval model has the lowest official input price?

Qwen3-Next-80B-A3B-Thinking has the lowest matched official input price at $0.50 input / $6.0 output per 1M tokens.

Which models are fastest among CFEval 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.

What does CFEval measure?

CFEval measures code generation and problem-solving capabilities, reported as a Score in points.

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.

Ranking basisThis cfeval AI model leaderboard uses descending score in the benchmark original unit. The leaderboard ranking keeps matched price and speed data separate from benchmark evidence.

  1. 01
    AC
    Qwen3-235B-A22B-Thinking-2507Alibaba Cloud / Qwen Team
    Score
    2,134.00 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
  2. 02
    AC
    Qwen3-Next-80B-A3B-ThinkingAlibaba Cloud / Qwen Team
    Score
    2,071.00 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 2,134.00 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.

Benchmark rank #1Qwen3-235B-A22B-Thinking-25072,134.00 points
Benchmark rank #2Qwen3-Next-80B-A3B-Thinking2,071.00 points · $0.50 input / $6.0 output per 1M tokens