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GUI Agent Navigation on Mind2Web

45.68Success RateAUTOMMEMO
5.400815.857926.31536.7721May 16, 2026

Evaluation results

MethodLinks
AUTOMMEMOBackbone=Qwen3.5-plus, Execution Model Category=Automatic Design2026.0545.68
AUTOMMEMOExecution Model=Qwen3-VL-32B, Memory Schema Category=Automatic Design2026.0545.25
M2Backbone=Qwen3.5-plus, Execution Model Category=Multimodal-based2026.0539.25
ALMABackbone=Qwen3.5-plus, Execution Model Category=Automatic Design2026.0536.3
G-MemoryBackbone=Qwen3.5-plus, Execution Model Category=Text-based2026.0532.8
TrajectoryRetrievalBackbone=Qwen3.5-plus, Execution Model Category=Text-based2026.0531.83
NoMemoryBackbone=Qwen3.5-plus, Execution Model Category=None2026.0530.11
M2Execution Model=Qwen3-VL-32B, Memory Schema Category=Multimodal-based2026.0529.63
ReasoningBankBackbone=Qwen3.5-plus, Execution Model Category=Text-based2026.0526.25
XSkillBackbone=Qwen3.5-plus, Execution Model Category=Multimodal-based2026.0525.08
ALMAExecution Model=Qwen3-VL-32B, Memory Schema Category=Automatic Design2026.0524.29
NoMemoryExecution Model=Qwen3-VL-32B, Memory Schema Category=Baseline2026.0522.31
XSkillExecution Model=Qwen3-VL-32B, Memory Schema Category=Multimodal-based2026.0520.81
ReasoningBankExecution Model=Qwen3-VL-32B, Memory Schema Category=Text-based2026.0519.24
G-MemoryExecution Model=Qwen3-VL-32B, Memory Schema Category=Text-based2026.0519.2
AUTOMMEMOExecution Model=GPT-5.4-nano, Memory Schema Category=Automatic Design2026.0518.65
ALMAExecution Model=GPT-5.4-nano, Memory Schema Category=Automatic Design2026.0515.61
TrajectoryRetrievalExecution Model=Qwen3-VL-32B, Memory Schema Category=Text-based2026.0515.4
G-MemoryExecution Model=GPT-5.4-nano, Memory Schema Category=Text-based2026.0515.17
M2Execution Model=GPT-5.4-nano, Memory Schema Category=Multimodal-based2026.0514.84
NoMemoryExecution Model=GPT-5.4-nano, Memory Schema Category=Baseline2026.0512.63
ReasoningBankExecution Model=GPT-5.4-nano, Memory Schema Category=Text-based2026.059.77
TrajectoryRetrievalExecution Model=GPT-5.4-nano, Memory Schema Category=Text-based2026.059.76
XSkillExecution Model=GPT-5.4-nano, Memory Schema Category=Multimodal-based2026.056.95