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SimuWoB is a synthetic benchmark with 120 challenging tasks for mobile GUI agents, using high-fidelity virtual environments and automatic reward generation. Experiments reveal that current agents achieve only 27.92% average success rate, dropping to 17.82% on long-horizon tasks, indicating substantial weaknesses in complex scenarios.