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safety benchmark

SEC-bench Pro Leaderboard

SEC-bench Pro is a self-evolving software-security benchmark that measures agent bug hunting on critical, high-complexity systems. It instantiates validated vulnerabilities across the V8 and SpiderMonkey JavaScript engines as reproducible vulnerability-discovery and proof-of-concept-generation tasks with oracle-based validation.

Updated Aug 17, 2026

Models3
Model coverage3
MetricScore
EvidenceB

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SEC-bench Pro Ranking

Higher score ranks better on this benchmark.

3 rows
Columns

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Sort by
Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelOPGPT-5.6 SolOpenAIScore71.2%Percentile100.0%Participants3EvidenceCEvaluatedAug 17, 2026
Rank02ModelOPGPT-5.6 TerraOpenAIScore57.7%Percentile50.0%Participants3EvidenceCEvaluatedAug 17, 2026
Rank03ModelOPGPT-5.6 LunaOpenAIScore48.9%Percentile0.0%Participants3EvidenceCEvaluatedAug 17, 2026

SEC-bench Pro Highlights

The leading models and scores on this benchmark.

Rank #1GPT-5.6 Sol71.2%Rank #2GPT-5.6 Terra57.7%Rank #3GPT-5.6 Luna48.9%

SEC-bench Pro Score Distribution

A closer view of the leading scores on this benchmark.

SEC-bench Pro

The Top AI Models for SEC-bench Pro

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

Ranking basisThis sec-bench pro 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.

  1. 01
    OP
    GPT-5.6 SolOpenAI
    Score
    71.2%
    Price
    $5.0 input / $30 output per 1M tokens
    Speed
    Up to 27 tok/s via OpenAI

    Strengths

    • Ranks #1 of 3 compared models
    • 100th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures SEC-bench Pro, not total model capability
  2. 02
    OP
    GPT-5.6 TerraOpenAI
    Score
    57.7%
    Price
    $2.0 input / $12 output per 1M tokens
    Speed
    Up to 35 tok/s via OpenAI

    Strengths

    • Ranks #2 of 3 compared models
    • 50th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures SEC-bench Pro, not total model capability
  3. 03
    OP
    GPT-5.6 LunaOpenAI
    Score
    48.9%
    Price
    $0.20 input / $1.2 output per 1M tokens
    Speed
    Up to 49 tok/s via OpenAI

    Strengths

    • Ranks #3 of 3 compared models
    • 0th percentile on this benchmark
    • C evidence result

    Considerations

    • This result measures SEC-bench Pro, not total model capability

Selection summary

Best AI Models for SEC-bench Pro

GPT-5.6 Sol currently leads SEC-bench Pro with 71.2%. 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 #1GPT-5.6 Sol71.2% · $5.0 input / $30 output per 1M tokensBenchmark rank #2GPT-5.6 Terra57.7% · $2.0 input / $12 output per 1M tokensBenchmark rank #3GPT-5.6 Luna48.9% · $0.20 input / $1.2 output per 1M tokens

What is SEC-bench Pro?

What SEC-bench Pro measures and how its scores work.

SEC-bench Pro is a self-evolving software-security benchmark that measures agent bug hunting on critical, high-complexity systems. It instantiates validated vulnerabilities across the V8 and SpiderMonkey JavaScript engines as reproducible vulnerability-discovery and proof-of-concept-generation tasks with oracle-based validation.

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

Family
SEC-bench Pro
Modality
text
Primary category
safety
Score direction
higher
LLMBoard eligible
Yes
Evaluation key
sec-bench-pro|llm-stats-current

Benchmark scores retain their original unit. Overall score eligibility is shown separately.

FAQ

Common questions about SEC-bench Pro.

Which model scores highest on SEC-bench Pro?

GPT-5.6 Sol is currently ranked first with 71.2%.

What does SEC-bench Pro measure?

SEC-bench Pro is a self-evolving software-security benchmark that measures agent bug hunting on critical, high-complexity systems. It instantiates validated vulnerabilities across the V8 and SpiderMonkey JavaScript engines as reproducible vulnerability-discovery and proof-of-concept-generation tasks with oracle-based validation.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

3 model results are currently shown.

Does this benchmark affect the overall score?

Yes. This benchmark can contribute to the current LLMBoard capability score.