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reasoning benchmark

CloningScenarios

CloningScenarios is an expert-level multi-step reasoning benchmark about difficult genetic cloning scenarios in multiple-choice format. It evaluates dual-use biological knowledge relevant to bioweapons development.

Updated Aug 11, 2026

Models1
Model coverage1
MetricScore
EvidenceB

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CloningScenarios Ranking

Higher score ranks better on this benchmark.

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01XAGrok-4.1 ThinkingxAI46.0%100.0%1CAug 11, 2026

CloningScenarios Highlights

The leading models and scores on this benchmark.

Rank #1Grok-4.1 Thinking46.0%

What is CloningScenarios?

What CloningScenarios measures and how its scores work.

CloningScenarios is an expert-level multi-step reasoning benchmark about difficult genetic cloning scenarios in multiple-choice format. It evaluates dual-use biological knowledge relevant to bioweapons development.

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

Family
CloningScenarios
Modality
text
Primary category
reasoning
Score direction
higher
LLMBoard eligible
No
Evaluation key
cloningscenarios|llm-stats-current

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

FAQ

Common questions about CloningScenarios.

Which model scores highest on CloningScenarios?

Grok-4.1 Thinking is currently ranked first with 46.0%.

What does CloningScenarios measure?

CloningScenarios is an expert-level multi-step reasoning benchmark about difficult genetic cloning scenarios in multiple-choice format. It evaluates dual-use biological knowledge relevant to bioweapons development.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

1 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.