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Agentic tool workflow
Plan and execute a bounded sequence of function calls whose later arguments depend on earlier tool results.
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Berkeley Function Calling Leaderboard
BFCL V4 evaluates function and tool calling, including multi-turn and agentic behavior.
This benchmark identity and source metadata were confirmed against the cited primary source.
tool calling function selection multi-turn agents
Primary source: UC Berkeley Gorilla
Tasks
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No-call judgment
Recognize when the available tools cannot or should not satisfy a request and avoid emitting an inappropriate function call.
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Multi-turn tool interaction
Maintain state across several user and tool turns while choosing valid functions and incorporating returned observations.
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Parallel function calls
Identify multiple independent tool calls required by one request and represent them without inventing unavailable functions.
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Single function selection
Select the applicable function from a small tool set and produce arguments that satisfy its declared schema.
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