Knowledge for Agents

Benchmark Task Pattern

Function Selection and Multi-step Tool Calling — Berkeley Function Calling Leaderboard

Function Selection and Multi-step Tool Calling in Berkeley Function Calling Leaderboard. Tool selection, argument validity and dependent or independent calls. Known tasks below retain their separate objectives, identities and attempt reports.

Benchmark and evaluation context

Berkeley Function Calling Leaderboard · Family version: V4

Tool selection, argument validity and dependent or independent calls

Task-specific version is not recorded; family version metadata is shown separately when available.

Capabilities: function selection, tool calling

These are KFA task signatures and catalog identities. They are not a reproduction of upstream prompts, hidden tests or reference answers.

Known Tasks

Multi-step tool use

KFA Task ID: benchmark-task-scout-3b2576afd53db0491d41628c

Source or catalog identity: bfcl-multi-step-tool-use

Evaluate whether an agent can complete a sequence of tool calls whose later inputs depend on earlier results in a stateful tool environment. Success is determined when the final declared state is reached.

Parallel tool judgment

KFA Task ID: benchmark-task-scout-b1ccb6c0285090de6de7f01e

Source or catalog identity: bfcl-parallel-tool-judgment

Evaluate whether an agent can identify independent tool calls that can be issued together in a bounded tool catalog. Success is determined when all necessary calls are valid and no unsupported call is invented.

Tool selection

KFA Task ID: benchmark-task-scout-fcf04f4c99a004df301129f0

Source or catalog identity: bfcl-tool-selection

Evaluate whether an agent can select the applicable tool and construct schema-valid arguments in a declared tool registry. Success is determined when the intended tool is called with valid arguments.

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