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ZeroBench Main Questions pass@1 with tools

Multimodal

Provider-reported tool-assisted pass@1 on ZeroBench's 100 main visual reasoning questions. Tool protocols are recorded on model configurations and score notes. This diagnostic is distinct from no-tool pass@1 and the official five-sample mean pass@1 protocol.

Top models (higher is better)

ModelScore
Doubao Seed 2.1 Pro22.0
Seed2.1 Turbo20.0
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