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reasoning benchmark

CloningScenarios Leaderboard

CloningScenarios is an expert-level multiple-choice benchmark on multi-step reasoning about difficult genetic cloning scenarios.

Updated Sep 5, 2026

Models1
Model coverage1
MetricScore
EvidenceB

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CloningScenarios Ranking

Higher score ranks better on this benchmark.

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Rank
Model
Score
Percentile
Participants
Evidence
Evaluated
Rank01ModelXAGrok-4.1 ThinkingxAIScore46.00%Percentile100.00%Participants1EvidenceCEvaluatedSep 8, 2026

CloningScenarios Highlights

The leading models and scores on this benchmark.

Rank #1Grok-4.1 Thinking46.00%

The Top AI Models for CloningScenarios

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

Ranking basisThis cloningscenarios 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
    XA
    xAI
    Score
    46.00%
    Speed
    Up to 80.00 tok/s via xAI

    Strengths

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

    Considerations

    • This result measures CloningScenarios, not total model capability

Selection summary

Best AI Models for CloningScenarios

Grok-4.1 Thinking currently leads CloningScenarios with 46.00%. 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.

What is CloningScenarios?

What CloningScenarios measures and how its scores work.

CloningScenarios is a reasoning benchmark covering difficult genetic cloning scenarios in multiple-choice format.

It measures performance on multi-step reasoning and dual-use biological knowledge relevant to bioweapons development, 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
CloningScenarios
Modality
text
Primary category
reasoning
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 CloningScenarios.

Which model scores highest on CloningScenarios?

Grok-4.1 Thinking is currently ranked first with 46.00%.

What are the top three models on CloningScenarios?

The current leaders are Grok-4.1 Thinking (46.00%).

Which CloningScenarios model has the lowest official input price?

No matched official input price is currently available.

Which models are fastest among CloningScenarios results?

The fastest matched records are Grok-4.1 Thinking (80.00 tok/s via xAI).

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 CloningScenarios measure?

It measures performance on multi-step reasoning and dual-use biological knowledge relevant to bioweapons development, 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?

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.

Grok-4.1 Thinking
Benchmark rank #1Grok-4.1 Thinking46.00% · Up to 80.00 tok/s via xAI