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reasoning benchmark

DS-Arena-Code

Data Science Arena Code benchmark for evaluating LLMs on realistic data science code generation tasks. Tests capabilities in complex data processing, analysis, and programming across popular Python libraries used in data science workflows.

Updated Aug 11, 2026

Models1
Model coverage1
MetricScore
EvidenceB

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DS-Arena-Code Ranking

Higher score ranks better on this benchmark.

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Columns

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1DEDeepSeek-V2.5DeepSeek63.1%100.0%1CAug 11, 2026

DS-Arena-Code Highlights

The leading models and scores on this benchmark.

Rank #1DeepSeek-V2.563.1%

What is DS-Arena-Code?

What DS-Arena-Code measures and how its scores work.

Data Science Arena Code benchmark for evaluating LLMs on realistic data science code generation tasks. Tests capabilities in complex data processing, analysis, and programming across popular Python libraries used in data science workflows.

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

Family
DS-Arena-Code
Modality
text
Primary category
reasoning
Score direction
higher
LLMBoard eligible
No
Evaluation key
ds-arena-code|llm-stats-current

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

FAQ

Common questions about DS-Arena-Code.

Which model scores highest on DS-Arena-Code?

DeepSeek-V2.5 is currently ranked first with 63.1%.

What does DS-Arena-Code measure?

Data Science Arena Code benchmark for evaluating LLMs on realistic data science code generation tasks. Tests capabilities in complex data processing, analysis, and programming across popular Python libraries used in data science workflows.

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.

Rankings

OverallCodingText ArenaPricing

Modalities

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