AI benchmarks and leaderboards are different things
Learn the difference between a benchmark, an evaluation run and a leaderboard, and use each to answer the right question.
LLM Stats
BFCL
The Berkeley Function Calling Leaderboard (BFCL) is the first comprehensive and executable function call evaluation dedicated to assessing Large Language Models' ability to invoke functions. It evaluates serial and parallel function calls across multiple programming languages (Python, Java, JavaScript, REST API) using a novel Abstract Syntax Tree (AST) evaluation method. The benchmark consists of over 2,000 question-function-answer pairs covering diverse application domains and complex use cases including multiple function calls, parallel function calls, and multi-turn interactions.
Evaluation context and evidence
- Source
- LLM Stats
- Publisher
- Not recorded
- Benchmark release
- Not recorded
- Collected
- 2026-08-17
- Modality
- text
These are source-reported observations, not independent reruns by this site. Check the task version, evaluation protocol, unit and reporting date before comparing models. Results from different setups are not a universal ranking.
Original sources
Reported results 11
Shown in source observation order, not ranked. Dates retain the precision provided by the source.
| Model | Value | Unit | Protocol | Reported date and basis | Source |
|---|---|---|---|---|---|
| Llama 3.1 405B Instruct | 0.885 | Not recorded | Not recorded | 2024-07-23 · model_announcement | LLM Stats |
| Llama 3.1 70B Instruct | 0.848 | Not recorded | Not recorded | 2024-07-23 · model_announcement | LLM Stats |
| Llama 3.1 8B Instruct | 0.761 | Not recorded | Not recorded | 2024-07-23 · model_announcement | LLM Stats |
| Nova 2 Sonic | 0.745 | Not recorded | Not recorded | 2025-12-02 · model_announcement | LLM Stats |
| Qwen3 235B A22B | 0.708 | Not recorded | Not recorded | 2025-04-29 · model_announcement | LLM Stats |
| Qwen3 32B | 0.703 | Not recorded | Not recorded | 2025-04-29 · model_announcement | LLM Stats |
| Qwen3 30B A3B | 0.691 | Not recorded | Not recorded | 2025-04-29 · model_announcement | LLM Stats |
| Nova Pro | 0.684 | Not recorded | Not recorded | 2024-11-20 · model_announcement | LLM Stats |
| Nova Lite | 0.666 | Not recorded | Not recorded | 2024-11-20 · model_announcement | LLM Stats |
| QwQ-32B | 0.664 | Not recorded | Not recorded | 2025-03-05 · model_announcement | LLM Stats |
| Nova Micro | 0.562 | Not recorded | Not recorded | 2024-11-20 · model_announcement | LLM Stats |