AutoGUI-v2 - Element Grounding (Appearance): leaderboard

Metric: Element grounding by appearance description on the AutoGUI-v2 elements, grounding center accuracy (%): the predicted point falls inside the ground-truth box; native resolution, the authors' tuned prompts; higher is better. Source: arxiv.org. Saturation forecast: Not forecast. 20 models tracked.

Top models

#ModelScore
1Qwen 3 VL 32B Instruct80.7
2GLM-4.5V75.4
3Qwen 3 VL 8B Instruct69.5
4uitars-1.5-7B68.9
5Gemini 2.5 Pro55.5
6Qwen 2 VL 7B Instruct15
7Step-35.7
8O35.5
9Claude Sonnet 4.55.1
10GPT-54.8

Interactive version: theaggregate.ai/benchmark?slug=autogui-v2-element-grounding-appearance · How It Works · Data refreshed daily, snapshot 2026-10-07.