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Rankings
Benchmark

Berkeley Function Calling Leaderboard V4

Evaluate whether models use tools correctly across calls, conversations, search, and memory.

Checked Oct 20, 2026Gorilla / BFCL contributors

Published leaderboard

Explore scores and evaluation settings on the publisher’s leaderboard.

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Coverage

Single-turn and multi-turn function calling, relevance handling, web search, memory, and separate format-sensitivity analysis.

Methodology

Check function structure or environment state as defined by each task. V4 combines category scores using specified weights; format sensitivity is reported separately from the main score.

People & organizations

4

Sources

Official leaderboardV4 memory evaluationV4 format-sensitivity evaluation