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ResearchFormerly WizWand

GUI Agent on WebVoyager

51.84Success RateAUTOMMEMO
23.81231.088538.36545.6415May 16, 2026
Updated 5mo ago

Evaluation results

MethodLinks
AUTOMMEMOExecution Model=Qwen3-VL-32B, Memory Schema Category=Automatic Design2026.0551.84
ALMAExecution Model=Qwen3-VL-32B, Memory Schema Category=Automatic Design2026.0545.73
ReasoningBankExecution Model=Qwen3-VL-32B, Memory Schema Category=Text-based2026.0545.36
TrajectoryRetrievalExecution Model=Qwen3-VL-32B, Memory Schema Category=Text-based2026.0543.9
M2Execution Model=Qwen3-VL-32B, Memory Schema Category=Multimodal-based2026.0543.59
AUTOMMEMOExecution Model=GPT-5.4-nano, Memory Schema Category=Automatic Design2026.0542.3
XSkillExecution Model=Qwen3-VL-32B, Memory Schema Category=Multimodal-based2026.0541.04
M2Execution Model=GPT-5.4-nano, Memory Schema Category=Multimodal-based2026.0538.33
NoMemoryExecution Model=GPT-5.4-nano, Memory Schema Category=Baseline2026.0537.89
ALMAExecution Model=GPT-5.4-nano, Memory Schema Category=Automatic Design2026.0537.47
G-MemoryExecution Model=Qwen3-VL-32B, Memory Schema Category=Text-based2026.0537.35
G-MemoryExecution Model=GPT-5.4-nano, Memory Schema Category=Text-based2026.0536.5
NoMemoryExecution Model=Qwen3-VL-32B, Memory Schema Category=Baseline2026.0536.32
ReasoningBankExecution Model=GPT-5.4-nano, Memory Schema Category=Text-based2026.0535.51
TrajectoryRetrievalExecution Model=GPT-5.4-nano, Memory Schema Category=Text-based2026.0534.82
XSkillExecution Model=GPT-5.4-nano, Memory Schema Category=Multimodal-based2026.0524.89