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reasoning benchmark

LiveCodeBench Pro

LiveCodeBench Pro is an advanced evaluation benchmark for large language models for code that uses Elo ratings to rank models based on their performance on coding tasks. It evaluates models on real-world coding problems from programming contests (LeetCode, AtCoder, CodeForces) and provides a relative ranking system where higher Elo scores indicate superior performance.

Updated Aug 11, 2026

Models4
Model coverage4
MetricScore
EvidenceB

On this page

  • Ranking
  • Distribution
  • Highlights
  • About
  • FAQ

LiveCodeBench Pro Ranking

Higher score ranks better on this benchmark.

4 rows
Columns

Show columns

01GOGemini 3.1 ProGoogle2,887 points100.0%4CAug 11, 2026
02GOGemini 3 ProGoogle2,439 points66.7%4CAug 11, 2026
03MEMuse SparkMeta0.8 points33.3%4CAug 11, 2026
04GOGemini 3 FlashGoogle2,316 points0.0%4CAug 11, 2026

LiveCodeBench Pro Score Distribution

A closer view of the leading scores on this benchmark.

LiveCodeBench Pro

LiveCodeBench Pro Highlights

The leading models and scores on this benchmark.

Rank #1Gemini 3.1 Pro2,887 pointsRank #2Gemini 3 Pro2,439 pointsRank #3Muse Spark0.8 pointsRank #4Gemini 3 Flash2,316 points

What is LiveCodeBench Pro?

What LiveCodeBench Pro measures and how its scores work.

LiveCodeBench Pro is an advanced evaluation benchmark for large language models for code that uses Elo ratings to rank models based on their performance on coding tasks. It evaluates models on real-world coding problems from programming contests (LeetCode, AtCoder, CodeForces) and provides a relative ranking system where higher Elo scores indicate superior performance.

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

Family
LiveCodeBench Pro
Modality
text
Primary category
reasoning
Score direction
higher
LLMBoard eligible
Yes
Evaluation key
livecodebench-pro|llm-stats-current

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

FAQ

Common questions about LiveCodeBench Pro.

Which model scores highest on LiveCodeBench Pro?

Gemini 3.1 Pro is currently ranked first with 2,887 points.

What does LiveCodeBench Pro measure?

LiveCodeBench Pro is an advanced evaluation benchmark for large language models for code that uses Elo ratings to rank models based on their performance on coding tasks. It evaluates models on real-world coding problems from programming contests (LeetCode, AtCoder, CodeForces) and provides a relative ranking system where higher Elo scores indicate superior performance.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

4 model results are currently shown.

Does this benchmark affect the overall score?

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