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BFCL (v4) leaderboard

As of November 14, 2026, among the results listed here, inclusionAI Ling 3.0 Flash has the highest reported BFCL (v4) score, 73, published by inclusionAI, ahead of Qwen3.7 Plus at 72.9. 6 models have a BFCL (v4) result in our records.

Scores as the model makers published them, not re-run by us; each row links to its announcement.

Best reported score

73

inclusionAI Ling 3.0 Flash

Reported by inclusionAI, July 23, 2026

Runner-up

72.9

Qwen3.7 Plus

Reported by Qwen, May 21, 2026

6 models ranked · 4 makers

Reported BFCL (v4) scores

BFCL (v4) scores reported by model makers
Rank Model Score Setting Reported by Date
1 Ling 3.0 Flash 73 Not published inclusionAI July 23, 2026 (model release) · read from the maker's chart
2 Qwen3.7 Plus 72.9 Not published Qwen May 21, 2026
3 LFM3-1.7B 71.4 Not published Liquid November 6, 2026 (model release)
4 Qwen3.6 Plus 68.9 Not published Qwen May 21, 2026
5 LFM2.5-2.6BRetired 55.9 Not published Liquid November 6, 2026 (model release)
6 Granite 4.2 8B 52.4 Not published IBM Granite August 31, 2026 (model release)

How much to trust these numbers

Source
Reported by the model makers themselves. Not re-run by LLMBenchmark or anyone independent.
Settings
All ranked results use the same reported setting.
Spread
73 to 52.4 across 6 models.
Freshness
Newest result published November 6, 2026; oldest May 21, 2026.
Charts
Some values were read from charts in the announcements. Two independent readings had to match exactly.

What BFCL (v4) measures

BFCL v4 asks models to call tools accurately; higher scores indicate better tool-calling accuracy. Source: Berkeley Function Calling Leaderboard (BFCL) V4 - Gorilla