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.

18rows
scoreprimary metric
2026-05-06sampled

Metadata

Metrics

Score, Normalized Score

Latest Results

Rank Subject Score Model Match Provenance Sampled
1 GLM-4.5 0.78 GLM GLM 4.5
z-ai-glm-4.5
Self-reported 2026-05-06
2 GLM-4.5-Air 0.76 GLM GLM 4.5 Air
z-ai-glm-4.5-air
Self-reported 2026-05-06
3 LongCat-Flash-Thinking 0.74 Self-reported 2026-05-06
4 Qwen3-Next-80B-A3B-Thinking 0.72 Qwen3 Next 80B A3B Thinking
qwen-qwen3-next-80b-a3b-thinking
Self-reported 2026-05-06
5 Qwen3 VL 235B A22B Thinking 0.72 Qwen3 VL 235B A22B Thinking
qwen-qwen3-vl-235b-a22b-thinking
Self-reported 2026-05-06
5 Qwen3-235B-A22B-Thinking-2507 0.72 Qwen3 235B A22B Thinking 2507
qwen-qwen3-235b-a22b-thinking-2507
Self-reported 2026-05-06
7 Qwen3 VL 32B Thinking 0.72 Self-reported 2026-05-06
8 Qwen3-235B-A22B-Instruct-2507 0.71 Qwen3 235B A22B Instruct 2507
qwen-qwen3-235b-a22b-2507
Self-reported 2026-05-06
9 Qwen3-Next-80B-A3B-Instruct 0.70 Qwen3 Next 80B A3B Instruct
qwen-qwen3-next-80b-a3b-instruct
Self-reported 2026-05-06
10 Qwen3 VL 32B Instruct 0.70 Qwen3 VL 32B Instruct
qwen-qwen3-vl-32b-instruct
Self-reported 2026-05-06
11 Qwen3-Coder 480B A35B Instruct 0.69 Qwen3 Coder 480B A35B
qwen-qwen3-coder
Self-reported 2026-05-06
12 Qwen3 VL 30B A3B Thinking 0.69 Qwen3 VL 30B A3B Thinking
qwen-qwen3-vl-30b-a3b-thinking
Self-reported 2026-05-06
13 Qwen3 VL 235B A22B Instruct 0.68 Qwen3 VL 235B A22B Instruct
qwen-qwen3-vl-235b-a22b-instruct
Self-reported 2026-05-06
14 Qwen3 VL 4B Thinking 0.67 Self-reported 2026-05-06
15 Qwen3 VL 8B Instruct 0.66 Qwen3 VL 8B Instruct
qwen-qwen3-vl-8b-instruct
Self-reported 2026-05-06
15 Qwen3 VL 30B A3B Instruct 0.66 Qwen3 VL 30B A3B Instruct
qwen-qwen3-vl-30b-a3b-instruct
Self-reported 2026-05-06
17 Qwen3 VL 4B Instruct 0.63 Self-reported 2026-05-06
18 Qwen3 VL 8B Thinking 0.63 Qwen3 VL 8B Thinking
qwen-qwen3-vl-8b-thinking
Self-reported 2026-05-06