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ResearchFormerly WizWand

Visual Reasoning on AgentVista

28.81Success RateAUTOMMEMO
5.004411.184717.36523.5453May 16, 2026
Updated 5mo ago

Evaluation results

MethodLinks
AUTOMMEMOBackbone=Qwen3.5-plus, Execution Model Category=Automatic Design2026.0528.81
ALMABackbone=Qwen3.5-plus, Execution Model Category=Automatic Design2026.0523.44
XSkillBackbone=Qwen3.5-plus, Execution Model Category=Multimodal-based2026.0521.75
TrajectoryRetrievalBackbone=Qwen3.5-plus, Execution Model Category=Text-based2026.0520.03
NoMemoryBackbone=Qwen3.5-plus, Execution Model Category=None2026.0517.87
G-MemoryBackbone=Qwen3.5-plus, Execution Model Category=Text-based2026.0517.33
AUTOMMEMOExecution Model=Qwen3-VL-32B, Memory Schema Category=Automatic Design2026.0514.36
ReasoningBankBackbone=Qwen3.5-plus, Execution Model Category=Text-based2026.0511.7
XSkillExecution Model=Qwen3-VL-32B, Memory Schema Category=Multimodal-based2026.0511.43
ALMAExecution Model=Qwen3-VL-32B, Memory Schema Category=Automatic Design2026.0511.12
AUTOMMEMOExecution Model=GPT-5.4-nano, Memory Schema Category=Automatic Design2026.0510.95
NoMemoryExecution Model=Qwen3-VL-32B, Memory Schema Category=Baseline2026.0510.86
M2Backbone=Qwen3.5-plus, Execution Model Category=Multimodal-based2026.0510.52
M2Execution Model=Qwen3-VL-32B, Memory Schema Category=Multimodal-based2026.0510.47
TrajectoryRetrievalExecution Model=Qwen3-VL-32B, Memory Schema Category=Text-based2026.0510.24
G-MemoryExecution Model=Qwen3-VL-32B, Memory Schema Category=Text-based2026.059.72
M2Execution Model=GPT-5.4-nano, Memory Schema Category=Multimodal-based2026.059.47
TrajectoryRetrievalExecution Model=GPT-5.4-nano, Memory Schema Category=Text-based2026.059.41
ALMAExecution Model=GPT-5.4-nano, Memory Schema Category=Automatic Design2026.059.13
ReasoningBankExecution Model=Qwen3-VL-32B, Memory Schema Category=Text-based2026.059.05
NoMemoryExecution Model=GPT-5.4-nano, Memory Schema Category=Baseline2026.058.37
ReasoningBankExecution Model=GPT-5.4-nano, Memory Schema Category=Text-based2026.057.84
G-MemoryExecution Model=GPT-5.4-nano, Memory Schema Category=Text-based2026.057.62
XSkillExecution Model=GPT-5.4-nano, Memory Schema Category=Multimodal-based2026.055.92