List your company
ResearchFormerly WizWand

GUI Grounding on MMBench-GUI-L2

91.3AccuracyMAI-UI-32B
-0.667223.208947.08570.9611Nov 11, 2025Dec 19, 2025Jan 27, 2026Mar 6, 2026Apr 14, 2026May 22, 2026Jun 30, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MAI-UI-32BParameters=32B2026.0691.3
MAI-UI-8BParameters=8B2026.0688.8
UI-Venus-1.5-30B-A3BVersion=1.5, Parameters=30B-A3B2026.0688.6
UI-Venus-1.5-8BVersion=1.5, Parameters=8B2026.0688.1
GUI-Owl-1.5-32B-InstructVersion=1.5, Parameters=32B, Variant=Instruct2026.0686.8
GUI-SDTime/epoch=4.22026.0586.7
UI-Venus-Ground-72BParameters=72B2026.0686.3
Step-GUI-8BParameters=8B2025.1285.6
Step-GUI-8BParameters=8B2026.0685.6
GUI-Owl-1.5-32B-ThinkingVersion=1.5, Parameters=32B, Variant=Thinking2026.0684.5
SeedVL-1.5Version=1.52025.1284.4
Qwen3-VL-Instruct + GRPO-BinaryTime/epoch=16.92026.0584.3
Step-GUI-4BParameters=4B2025.1284
Step-GUI-4BParameters=4B2026.0684
Qwen3-VL-Instruct + GRPO-GaussianTime/epoch=16.82026.0583.7
Qwen3-VL-30B-A3BParameters=30B-A3B2026.0683.7
Qwen3-VL-Instruct + GRPO-DistanceTime/epoch=16.72026.0583.3
GUI-Owl-1.5-4B-InstructVersion=1.5, Parameters=4B, Variant=Instruct2026.0683.2
UI-Ins-7B2026.0583.1
GUI-Owl-32BParameters=32B2025.1283
Qwen3-VL-Instruct2026.0583
GUI-Owl-32BParameters=32B2026.0683
Xiaomi-GUI-0-30B-A3BParameters=30B-A3B2026.0682.7
GUI-Owl-1.5-8B-InstructVersion=1.5, Parameters=8B, Variant=Instruct2026.0682.5
Qwen3-VL-8BParameters=8B2026.0681.4
GUI-Owl-7BParameters=7B2025.1280.5
GUI-Owl-7BParameters=7B2026.0680.5
Qwen3-VL-8BModel Category=General Open-source Models2026.0480.1
GUI-Owl-1.5-8B-ThinkingVersion=1.5, Parameters=8B, Variant=Thinking2026.0680.1
UI-Venus-Ground-7BParameters=7B2026.0679.9
Qwen3-30B-A3B-InstructParameters=30B, Arch=A3B, Type=Instruct2025.1279.7
HyperClick-7B2026.0579.6
Ours (Qwen3-VL-8B)Model Category=Ours2026.0478.4
Propose-then-Critic-8B2026.0578.4
Qwen3-VL-4BModel Category=General Open-source Models2026.0477.4
UI-TARS-72BParameters=72B2026.0674.3
UI-TARS-72B-DPOParameters=72B, Alignment=DPO2025.1274.2
ZoomUI-7B2026.0572.8
Ours (UI-Tars1.5)Model Category=Ours2026.0468.9
UGround-V1-7BModel Category=GUI-specific Models2026.0465.6
UI-TARS-1.5-7BVersion=1.5, Parameters=7B2025.1264.3
UI-TARS-1.5-7BModel Category=GUI-specific Models2026.0464.3
UI-TARS-1.5-7BVersion=1.5, Parameters=7B2026.0664.3
GRPO w. Two.Annotation Noise Level=0%2025.1160.6
GRPO w. Max.Annotation Noise Level=0%2025.1158.2
GRPO w. Min.Annotation Noise Level=0%2025.1158
GRPO w. Two.Annotation Noise Level=50%2025.1157.4
GRPOAnnotation Noise Level=0%2025.1157
GRPO w. Min.Annotation Noise Level=50%2025.1155.6
GRPO w. Max.Annotation Noise Level=50%2025.1154.6
GRPOAnnotation Noise Level=50%2025.1153.8
GRPO w. Min.Annotation Noise Level=100%2025.1151
GRPO w. Two.Annotation Noise Level=100%2025.1149
GRPO w. Max.Annotation Noise Level=100%2025.1148.8
Qwen3-VL-2BModel Category=General Open-source Models2026.0448.1
GRPOAnnotation Noise Level=100%2025.1146.4
Base ModelAnnotation Noise Level=Base2025.1145
Qwen2.5-VL-72BVersion=2.5, Parameters=72B2025.1241.8
OS-Atlas-Base-7BModel Category=GUI-specific Models2026.0441.4
Qwen2.5-VL-7BModel Category=General Open-source Models2026.0433.8
Qwen2.5-VL-3BModel Category=General Open-source Models2026.0421.2
Claude-3.7 SonnetModel Category=Closed-Source Models2026.044.66
GPT-4oModel Category=Closed-Source Models2026.042.87