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safety benchmark

CWE-Bench Leaderboard

CWE-Bench evaluates autonomous agents on finding and patching real-world software vulnerabilities.

Updated Oct 23, 2026

Models2
Model coverage2
MetricScore
EvidenceB

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CWE-Bench Ranking

Higher score ranks better on this benchmark.

2 rows
Columns

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Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelGOGemini 4 ArgonGoogleScore68.00%Percentile100.00%Participants2EvidenceCEvaluatedOct 22, 2026
Rank02ModelGOGemini 3.8 Flash CyberGoogleScore47.20%Percentile0.00%Participants2EvidenceCEvaluatedOct 22, 2026

CWE-Bench Highlights

The leading models and scores on this benchmark.

Rank #1Gemini 4 Argon68.00%Rank #2Gemini 3.8 Flash Cyber47.20%

CWE-Bench Score Distribution

A closer view of the leading scores on this benchmark.

CWE-Bench

The Top AI Models for CWE-Bench

The first five results on this benchmark, with official price and output speed added where the model identity can be matched.

What is CWE-Bench?

What CWE-Bench measures and how its scores work.

CWE-Bench is a safety benchmark for evaluating autonomous agents on real-world software vulnerabilities.

It measures performance in finding and patching real-world software vulnerabilities using the Score metric, reported as a ratio.

Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.

Family
CWE-Bench
Modality
text
Primary category
safety
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 CWE-Bench.

Which model scores highest on CWE-Bench?

Gemini 4 Argon is currently ranked first with 68.00%.

What are the top three models on CWE-Bench?

The current leaders are Gemini 4 Argon (68.00%) and Gemini 3.8 Flash Cyber (47.20%).

Which CWE-Bench model has the lowest official input price?

Gemini 4 Argon has the lowest matched official input price at $2.0 input / $10 output per 1M tokens.

Which models are fastest among CWE-Bench 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 CWE-Bench measure?

It measures performance in finding and patching real-world software vulnerabilities using the Score metric, reported as a ratio.

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 cwe-bench 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
    GO
    Gemini 4 ArgonGoogle
    Score
    68.00%
    Price
    $2.0 input / $10 output per 1M tokens

    Strengths

    • Ranks #1 of 2 compared models
    • 100th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures CWE-Bench, not total model capability
  2. 02
    GO
    Gemini 3.8 Flash CyberGoogle
    Score
    47.20%

    Strengths

    • Ranks #2 of 2 compared models
    • 0th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures CWE-Bench, not total model capability

Selection summary

Best AI Models for CWE-Bench

Gemini 4 Argon currently leads CWE-Bench with 68.00%. 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 #1Gemini 4 Argon68.00% · $2.0 input / $10 output per 1M tokens
Benchmark rank #2Gemini 3.8 Flash Cyber47.20%