Function Calling

Benchmarks

Dataset Name	SOTA Method	Metric
BFCL V3	D-CORE-14B	Overall Accuracy79.3	104	1d ago
BFCL Multi-Turn v3	MIND-Skill	Overall Accuracy78.7	69	20d ago
BFCL	MPMA DPMA	False Negative Rate0	56	1mo ago
Tool-Alpaca	GPT-4o	F1 Score77.66	40	1mo ago
BFCL Individual Tools per Problem		Execution Accuracy95	30	3mo ago
ToolBench Average	ParaTool	Pass Rate75.95	30	5d ago
BFCL	OpenFunctions-v2	Success Rate (Simple)83.27	29	1mo ago
BFCL (Berkeley Function Calling Leaderboard)	GenEnv	Base Score41.8	28	3mo ago
Berkeley Function Call Leaderboard (BFCL) Live (Out-of-Domain)	Qwen3-4B	AST Simple0.876	26	3mo ago
Berkeley Function Call Leaderboard (BFCL) Non-Live Out-of-Domain		AST Simple81.4	26	3mo ago
BFCL v4		Score68.8	25	13d ago
BFCL (Live)	GENESISFUNC-8B	Simple Accuracy88.25	24	5d ago
BFCL Multi-turn	EVOTOOL	Accuracy42.3	22	2mo ago
BFCL Single-turn	EvoPrompt	Accuracy84.2	22	2mo ago
BFCL Memory	SGLang FP4	Task Accuracy28.22	20	15d ago
Berkeley Function Calling Leaderboard (BFCL) Overall November 19, 2025	R2IF	Non-live Accuracy69.44	20	1mo ago
ACEBench	R2IF	Atom Score78	20	1mo ago
BFCL V4		Multi-Turn Success Rate62.3	20	12d ago
BFCL Simple Python		Accuracy0.938	20	3mo ago
Berkeley Function Call Leaderboard (BFCL) online inference setting	Qwen3-8B	Input Tokens621.13	19	3mo ago
TB-MM	DTDR-L	FSA64.1	18	3mo ago
TB-HF	DTDR-L	FSA60.5	18	3mo ago
TB-DL	DTDR-L	FSA89	18	3mo ago
TinyAgent	DTDR-L	FSA0.807	18	3mo ago
BFCL		Energy (Wh)4.2	18	3mo ago

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