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Toolathlon Verified average assistant turns

Average assistant turns per Toolathlon Verified trajectory.

4 models

Lower is better on this benchmark.

  1. 1Claude Opus 5Anthropic23.5
  2. 2Claude Fable 5.1Anthropic23.7
  3. 3Claude Opus 5.5Anthropic26.9
  4. 4Claude Sonnet 5.5Anthropic31.6
Lower is better. Bar colour: blue proprietary, orange open weights, green other.

About this benchmark

Metric
Average trajectory length
Tasks
108 verified real-world tool-use tasks
Authors
Anthropic (2026)

Scores are as reported by model developers or evaluators and may use different settings (for example reasoning effort or tools). Compare with care.