AI EVALUATION, IN CONTEXT.BY EQUALITY MACHINE

LLM Stats

BFCL-v3

Berkeley Function Calling Leaderboard v3 (BFCL-v3) is an advanced benchmark that evaluates large language models' function calling capabilities through multi-turn and multi-step interactions. It introduces extended conversational exchanges where models must retain contextual information across turns and execute multiple internal function calls for complex user requests. The benchmark includes 1000 test cases across domains like vehicle control, trading bots, travel booking, and file system management, using state-based evaluation to verify both system state changes and execution path correctness.

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 19

Shown in source observation order, not ranked. Dates retain the precision provided by the source.

ModelValueUnitProtocolReported date and basisSource
GLM-4.50.778Not recordedNot recorded2025-07-28 · model_announcementLLM Stats
GLM-4.5-Air0.764Not recordedNot recorded2025-07-28 · model_announcementLLM Stats
LongCat-Flash-Thinking0.744Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
MAI-Thinking-10.72Not recordedNot recorded2026-06-02 · model_announcementLLM Stats
Qwen3-Next-80B-A3B-Thinking0.72Not recordedNot recorded2025-09-10 · model_announcementLLM Stats
Qwen3 VL 235B A22B Thinking0.719Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3-235B-A22B-Thinking-25070.719Not recordedNot recorded2025-07-25 · model_announcementLLM Stats
Qwen3 VL 32B Thinking0.717Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3-235B-A22B-Instruct-25070.709Not recordedNot recorded2025-07-22 · model_announcementLLM Stats
Qwen3-Next-80B-A3B-Instruct0.703Not recordedNot recorded2025-09-10 · model_announcementLLM Stats
Qwen3 VL 32B Instruct0.702Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3-Coder 480B A35B Instruct0.687Not recordedNot recorded2025-01-31 · model_announcementLLM Stats
Qwen3 VL 30B A3B Thinking0.686Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 235B A22B Instruct0.677Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 4B Thinking0.673Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 8B Instruct0.663Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 30B A3B Instruct0.663Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 4B Instruct0.633Not recordedNot recorded2025-09-22 · model_announcementLLM Stats
Qwen3 VL 8B Thinking0.63Not recordedNot recorded2025-09-22 · model_announcementLLM Stats