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ResearchFormerly WizWand

Visual Reasoning on MMSearch-Plus

32.61Success RateAUTOMMEMO
0.32848.709217.0925.4708May 16, 2026
Updated 5mo ago

Evaluation results

MethodLinks
AUTOMMEMOBackbone=Qwen3.5-plus, Execution Model Category=Automatic Design2026.0532.61
ALMABackbone=Qwen3.5-plus, Execution Model Category=Automatic Design2026.0525.73
XSkillBackbone=Qwen3.5-plus, Execution Model Category=Multimodal-based2026.0525.21
TrajectoryRetrievalBackbone=Qwen3.5-plus, Execution Model Category=Text-based2026.0524.99
NoMemoryBackbone=Qwen3.5-plus, Execution Model Category=None2026.0524.14
ReasoningBankBackbone=Qwen3.5-plus, Execution Model Category=Text-based2026.0523.08
G-MemoryBackbone=Qwen3.5-plus, Execution Model Category=Text-based2026.0523
M2Backbone=Qwen3.5-plus, Execution Model Category=Multimodal-based2026.0518.38
AUTOMMEMOExecution Model=Qwen3-VL-32B, Memory Schema Category=Automatic Design2026.0511.46
XSkillExecution Model=Qwen3-VL-32B, Memory Schema Category=Multimodal-based2026.058.4
ALMAExecution Model=Qwen3-VL-32B, Memory Schema Category=Automatic Design2026.057.38
TrajectoryRetrievalExecution Model=Qwen3-VL-32B, Memory Schema Category=Text-based2026.057.11
ReasoningBankExecution Model=Qwen3-VL-32B, Memory Schema Category=Text-based2026.057.09
G-MemoryExecution Model=Qwen3-VL-32B, Memory Schema Category=Text-based2026.056.92
NoMemoryExecution Model=Qwen3-VL-32B, Memory Schema Category=Baseline2026.055.77
AUTOMMEMOExecution Model=GPT-5.4-nano, Memory Schema Category=Automatic Design2026.055.4
M2Execution Model=Qwen3-VL-32B, Memory Schema Category=Multimodal-based2026.054.72
M2Execution Model=GPT-5.4-nano, Memory Schema Category=Multimodal-based2026.054.72
ALMAExecution Model=GPT-5.4-nano, Memory Schema Category=Automatic Design2026.053.76
TrajectoryRetrievalExecution Model=GPT-5.4-nano, Memory Schema Category=Text-based2026.053.68
ReasoningBankExecution Model=GPT-5.4-nano, Memory Schema Category=Text-based2026.053.49
NoMemoryExecution Model=GPT-5.4-nano, Memory Schema Category=Baseline2026.052.89
G-MemoryExecution Model=GPT-5.4-nano, Memory Schema Category=Text-based2026.051.84
XSkillExecution Model=GPT-5.4-nano, Memory Schema Category=Multimodal-based2026.051.57