LatentGUIWorld - Overall: leaderboard
LatentGUIWorld (Learn from Move, OpenMOSS, arXiv 2610.16720): six interactive GUI environments in matched pairs (Drag, Ten-Choice, Rotation), 150 test episodes each at a 1280x720 viewport. In one Drag and one Ten-Choice variant the target follows from what is on screen or revealed by hovering; in the other variants the agent must work out hidden movement dynamics from the effects of its own actions. At most 12 model responses per episode, Rotation scored at the first release, each agent on its official computer-use or tool interface where one exists and on the authors' six-action JSON schema otherwise (DeepSeek-V4.1-Flash); GUI-specialised agents get additional tools where their official action space is insufficient. Score: episode success rate (%), macro-average over the six environments. Higher is better. Source: https://arxiv.org/abs/2610.16720
Metric: Episode success rate (%; macro-average over six interactive GUI environments, 150 test episodes each, at most 12 model responses per episode). Source: arxiv.org. Saturation forecast: Around March 2028. 11 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-6 Astra | 63.3 | #6 |
| 2 | Claude Opus 5 | 41.8 | #12 |
| 3 | Kimi K3 | 40.1 | #30 |
| 4 | GPT-5.6 Sol | 38.1 | #20 |
| 5 | DeepSeek V4.1 Flash | 17 | #35 |
| 6 | uitars-1.5-7B | 8.2 | #863 |
No result here: #3 Claude Opus 5.5, #7 GPT-6.1 Sol, #8 Gemini 4 Argon.
Interactive version: theaggregate.ai/benchmark?slug=latentguiworld-overall · How It Works · Data refreshed daily, snapshot 2026-10-19.