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Can the model plan, use tools, and finish a multi-step task?

Version not specifiedExact reported variant
Agents2 ranked models4 reported values1 reportsHigher is better

Top rankings

One row per model, using its best reported score across effort settings.

2
RankModelBest scoreBest reported setting
1Qwen-AgentWorld-397B-A17BQwen73.98%Reported configurationQwen report2 values · 1 reportJun 22, 2026 · source
2Qwen3.5-35B-A3BQwen50.31%Reported configurationQwen report2 values · 1 reportJun 22, 2026 · source

Effort curve

Every sourced cost-linked effort value for this exact version. Lines connect complete sweeps only.

0
No cost-linked effort sweep for this version.
Definition and comparison boundarypublic methodology

Can the model plan, use tools, and finish a multi-step task?

Agentic execution across tools, environments, or long-running workflows. Higher is better. The value is the percentage reported in this lab's table.

Harness, tools, prompts, attempt count, and benchmark version can materially change the result. Compare within one reporting context.

Fictional-world controlled-simulation evaluation; item-level F1.

Method / source