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general benchmark

Instruct HumanEval

Instruction-based variant of HumanEval benchmark for evaluating large language models' code generation capabilities with functional correctness using pass@k metric on programming problems

Updated Aug 11, 2026

Models1
Model coverage1
MetricScore
EvidenceB

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Instruct HumanEval Ranking

Higher score ranks better on this benchmark.

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1NVLlama 3.1 Nemotron 70B InstructNVIDIA73.8%100.0%1CAug 11, 2026

Instruct HumanEval Highlights

The leading models and scores on this benchmark.

Rank #1Llama 3.1 Nemotron 70B Instruct73.8%

What is Instruct HumanEval?

What Instruct HumanEval measures and how its scores work.

Instruction-based variant of HumanEval benchmark for evaluating large language models' code generation capabilities with functional correctness using pass@k metric on programming problems

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

Family
Instruct HumanEval
Modality
text
Primary category
general
Score direction
higher
LLMBoard eligible
No
Evaluation key
instruct-humaneval|llm-stats-current

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

FAQ

Common questions about Instruct HumanEval.

Which model scores highest on Instruct HumanEval?

Llama 3.1 Nemotron 70B Instruct is currently ranked first with 73.8%.

What does Instruct HumanEval measure?

Instruction-based variant of HumanEval benchmark for evaluating large language models' code generation capabilities with functional correctness using pass@k metric on programming problems

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

All ModelsImage GenerationImage EditingVideo GenerationImage-to-VideoVideo EditingText-to-SpeechSpeech-to-TextEmbeddings

Benchmarks

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