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Gorilla Benchmark API Bench

APIBench, a comprehensive dataset of over 11,000 instruction-API pairs from HuggingFace, TorchHub, and TensorHub APIs for evaluating language models' ability to generate accurate API calls.

Updated Aug 7, 2026

Published models3
Registry coverage3
MetricScore
EvidenceB

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  • Distribution
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  • FAQ

Gorilla Benchmark API Bench leaderboard

Sorted by the source-provided rank. Higher score is better according to the registry.

3 rows
Columns

Show columns

1MELlama 3.1 405B InstructMeta35.3%100.0%3CAug 7, 2026
2MELlama 3.1 70B InstructMeta29.7%50.0%3CAug 7, 2026
3MELlama 3.1 8B InstructMeta8.2%0.0%3CAug 7, 2026

Score distribution

Top published rows on the benchmark's original scale.

Gorilla Benchmark API Bench

Gorilla Benchmark API Bench highlights

The top published results on this benchmark's own scale.

Rank #1Llama 3.1 405B Instruct35.3%Rank #2Llama 3.1 70B Instruct29.7%Rank #3Llama 3.1 8B Instruct8.2%

What is Gorilla Benchmark API Bench?

Definition and scoring fields from the benchmark registry.

APIBench, a comprehensive dataset of over 11,000 instruction-API pairs from HuggingFace, TorchHub, and TensorHub APIs for evaluating language models' ability to generate accurate API calls.

Scores are shown in ratio. The current registry marks this benchmark as not independently verified with evidence level B.

Family
Gorilla Benchmark API Bench
Modality
text
Primary category
reasoning
Score direction
higher
LLMBoard eligible
No
Evaluation key
gorilla-benchmark-api-bench|llm-stats-current

Source-native results are preserved. Eligibility for the overall LLMBoard score is a separate policy decision.

FAQ

Common questions about Gorilla Benchmark API Bench.

Which model scores highest on Gorilla Benchmark API Bench?

Llama 3.1 405B Instruct is currently ranked first with 35.3%.

What does Gorilla Benchmark API Bench measure?

APIBench, a comprehensive dataset of over 11,000 instruction-API pairs from HuggingFace, TorchHub, and TensorHub APIs for evaluating language models' ability to generate accurate API calls.

Is a higher score better?

Yes. Higher values rank better for this benchmark.

How many models are compared?

3 unique published model results are currently shown.

Does this benchmark affect the overall score?

This benchmark is preserved as source-native evidence but is not eligible for the current overall score.

Rankings

OverallCodingText ArenaPricing

Modalities

Image GenerationVideo GenerationSpeech-to-TextEmbeddings

Benchmarks

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Vendors

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