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ResearchFormerly WizWand

Memory-Augmented GUI Interaction on MementoGUI-Bench

2.89VAMWorking + Episodic Memory
0.9661.46551.9652.4645May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Working + Episodic MemoryBackbone=GUI-Owl-1.5-32B2026.052.894.318.3
Working MemoryBackbone=GUI-Owl-1.5-32B2026.052.54.247.85
Text Summary MemoryBackbone=GUI-Owl-1.5-32B2026.052.373.43.4
Direct PromptingBackbone=Gemini-3.1-Pro2026.052.182.672.75
No HistoryBackbone=GUI-Owl-1.5-32B2026.052.120
Direct PromptingBackbone=GPT-5.52026.051.9522.86
Working + Episodic MemoryBackbone=MAI-UI-8B2026.051.885.368.13
Pred. Hist. AllBackbone=GUI-Owl-1.5-32B2026.051.832.114.73
Working + Episodic MemoryBackbone=GUI-Owl-1.5-8B2026.051.824.187.73
No HistoryBackbone=MAI-UI-8B2026.051.8120
No HistoryBackbone=UI-Venus-1.5-8B2026.051.820
Working MemoryBackbone=GUI-Owl-1.5-8B2026.051.793.387.39
Working MemoryBackbone=MAI-UI-8B2026.051.765.138.18
Working + Episodic MemoryBackbone=UI-Venus-1.5-8B2026.051.675.167.14
Text Summary MemoryBackbone=MAI-UI-8B2026.051.6333.23
No HistoryBackbone=GUI-Owl-1.5-8B2026.051.620
Pred. Hist. AllBackbone=UI-Venus-1.5-8B2026.051.582.295.36
Text Summary MemoryBackbone=UI-Venus-1.5-8B2026.051.583.383.08
Pred. Hist. AllBackbone=MAI-UI-8B2026.051.542.117.55
Text Summary MemoryBackbone=GUI-Owl-1.5-8B2026.051.513.053.1
Working MemoryBackbone=UI-Venus-1.5-8B2026.051.414.637
Pred. Hist. AllBackbone=GUI-Owl-1.5-8B2026.051.0425.25