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ResearchFormerly WizWand

Mobile GUI Navigation on MobileWorld GUI-Only 117 tasks (test)

43.9Pass@1 Success RateGUI-Owl-1.5-32B-Instruct
6.14815.94925.7535.551Jun 18, 2026
Updated 4mo ago

Evaluation results

MethodLinks
GUI-Owl-1.5-32B-InstructMemory Type=Action-Thought2026.0643.9
GUI-Owl-1.5-32BAgent Category=Open-weight GUI / VLM agents, Reporting Protocol=GUI-only2026.0643.9
ForgeOwl-8BAgent Category=Open-data mobile GUI agents, Reporting Protocol=GUI-only, Adaptation Data=AndroidWorld-derived adaptation data only2026.0641
MAI-UI-235B-A22BMemory Type=Action-Thought2026.0639.7
MAI-UI-235B-A22BAgent Category=Open-weight GUI / VLM agents, Reporting Protocol=GUI-only2026.0639.7
GUI-Owl-1.5-8B-InstructMemory Type=Action-Thought2026.0638.2
GUI-Owl-1.5-8BAgent Category=Open-weight GUI / VLM agents, Reporting Protocol=GUI-only2026.0637.6
MAI-UI-32BMemory Type=Action-Thought2026.0636.2
MAI-UI-32BAgent Category=Open-weight GUI / VLM agents, Reporting Protocol=GUI-only2026.0636.2
GUI-Owl-1.5-2B-InstructMemory Type=Action-Thought2026.0632.2
GUI-Owl-1.5-2BAgent Category=Open-weight GUI / VLM agents, Reporting Protocol=GUI-only2026.0632.2
MemGUI-Agent-235BMemory Type=ConAct, Evaluation Protocol=zero-shot2026.0629.1
MAI-UI-8BMemory Type=Action-Thought2026.0627.5
MAI-UI-8BAgent Category=Open-weight GUI / VLM agents, Reporting Protocol=GUI-only2026.0627.5
MemGUI-8B-SFTMemory Type=ConAct, Evaluation Protocol=SFT2026.0617.9
OpenMobile-8BMemory Type=Action-Thought2026.0617.7
OpenMobile-8BAgent Category=Open-data mobile GUI agents, Reporting Protocol=GUI-only2026.0617.7
ClawGUI-2BMemory Type=Action-Thought2026.0617.1
ClawGUI-2BAgent Category=Open-data mobile GUI agents, Reporting Protocol=GUI-only2026.0617.1
OpenMobile-7BMemory Type=Action-Thought2026.0614.8
OpenMobile-7BAgent Category=Open-data mobile GUI agents, Reporting Protocol=GUI-only2026.0614.8
Qwen3-VL-235B-ThinkingMemory Type=Action-Thought2026.0614.5
Qwen3-VL-235B-ThinkingAgent Category=Open-weight GUI / VLM agents, Reporting Protocol=GUI-only2026.0614.5
Qwen3-VL-235B-InstructMemory Type=Action-Thought2026.0612.8
Qwen3-VL-235BAgent Category=Open-weight GUI / VLM agents, Reporting Protocol=GUI-only2026.0612.8
Qwen3-VL-32B-InstructMemory Type=Action-Thought2026.0611.9
Qwen3-VL-32BAgent Category=Open-weight GUI / VLM agents, Reporting Protocol=GUI-only2026.0611.9
ForgeQwen3-8BAgent Category=Open-data mobile GUI agents, Reporting Protocol=GUI-only, Adaptation Data=AndroidWorld-derived adaptation data only2026.0610.3
Qwen3-VL-8B-InstructMemory Type=Action-Thought2026.069.4
ScaleCUA-7BMemory Type=Action-Thought2026.067.7
ScaleCUA-7BAgent Category=Open-data mobile GUI agents, Reporting Protocol=GUI-only2026.067.7
Qwen3-VL-8BAgent Category=Open-weight GUI / VLM agents, Reporting Protocol=GUI-only2026.067.6