CAPABILITY 01
Mobile GUI Use
Optimized for everyday tasks in real-device mobile GUI use, the model navigates changing Android apps, accounts, content, and network conditions to search, compare, schedule, shop, and coordinate reliably.
01 / 06
Towards Next-Generation Real-World Centric Foundation GUI Agent
One agent that thinks, searches, and acts across mobile, desktop, and the web to complete real-world, long-horizon tasks.
WHAT IT CAN DO
Built to complete real work across GUI interfaces.
PERFORMANCE
End-to-End GUI Tasks
GUI Grounding
GUI GROUNDING
Grounding score (%)
ScreenSpot-Pro · No zoom
Seed 2.1 ProByteDance Seed
Qwen-UI-AgentClosed-source ModelOpen-weight Model
GUI GROUNDING
Grounding score (%)
ScreenSpot-Pro · Zoom-in
Seed 2.1 ProByteDance Seed
Qwen-UI-AgentClosed-source ModelOpen-weight Model
GUI GROUNDING
Grounding score (%)
SS-V2
Seed 2.1 ProByteDance Seed
Qwen-UI-AgentClosed-source ModelOpen-weight Model
GUI GROUNDING
Grounding score (%)
MM-GUI-L2
Seed 2.1 ProByteDance Seed
Qwen-UI-AgentClosed-source ModelOpen-weight Model
GUI GROUNDING
Grounding score (%)
OSW-G-R
Seed 2.1 ProByteDance Seed
Qwen-UI-AgentClosed-source ModelOpen-weight Model
GUI GROUNDING
Grounding score (%)
UI-Vision
Seed 2.1 ProByteDance Seed
Qwen-UI-AgentClosed-source ModelOpen-weight Model
Author-reproduced result: the baseline was independently evaluated in the authors’ environment rather than copied from the model provider’s report.
Broader Capabilities
Real-world tasks demand more than interface interaction—they also require knowledge, multimodal reasoning, instruction following, and tool use. Qwen-UI-Agent gains strong GUI capabilities without becoming a narrow GUI-only model, preserving the base model’s general reasoning and agentic strengths for broader tasks.
01
Foundational reasoning
Multimodal understanding, knowledge, mathematics, and instruction following.
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| Benchmark | Qwen-UI-Agent | Qwen3.5-27B | UI-Venus 30B-A3B | GUI-Owl 32B | OpenCUA-72B |
|---|---|---|---|---|---|
| MMMU-Pro | 72.4 | 73.5 | 32.4 | 39.5 | 31.0 |
| RealWorldQA | 83.1 | 83.1 | 75.3 | 76.7 | 66.4 |
| CharXiv-RQ | 77.7 | 76.8 | 44.7 | 50.9 | 39.6 |
| MathVision | 82.8 | 82.0 | 36.8 | 50.6 | 26.6 |
| AI2D_TEST | 91.1 | 91.9 | 84.3 | 84.8 | 78.9 |
| MMLU-Pro | 86.5 | 86.0 | 65.6 | 73.9 | 58.8 |
| IFEval (prompt-level strict) | 90.2 | 90.4 | 81.3 | 84.5 | 70.6 |
02
Broader agentic work
Tool use, terminal tasks, multi-turn service work, coding workflows, and deep-research retrieval on BrowseComp (BC) and BrowseComp-ZH (BC-ZH).
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| Benchmark | Qwen-UI-Agent | Qwen3.5-27B | UI-Venus 30B-A3B | GUI-Owl 32B | OpenCUA-72B |
|---|---|---|---|---|---|
| Tau2-Bench | 89.9 | 89.2 | 22.7 | 6.1 | 14.4 |
| Terminal-Bench 2.0 · Avg 5 | 50.1 | 41.1 | 3.2 | 0.0 | 9.0 |
| Claw-Eval · Avg 3 | 73.5 | 66.9 | 30.6 | 29.6 | 26.4 |
| Claw-Eval · Pass@3 | 51.8 | 41.2 | 5.5 | 5.5 | 0.5 |
| BFCL-v4 | 74.2 | 71.3 | 19.8 | 32.7 | 28.3 |
| SkillsBench · Avg 5 | 28.0 | 24.9 | 0.5 | 0.3 | 0.0 |
| QwenClawBench · Avg 3 | 44.2 | 48.5 | 6.4 | 5.1 | 11.4 |
| BrowseComp (BC) | 64.1 | 61.0 | — | — | — |
| BrowseComp-ZH (BC-ZH) | 75.0 | 62.1 | — | — | — |
EVALUATION NOTE
All scores were independently reproduced in the authors' evaluation environment. Some harness, judge, simulator, runtime, or task-subset settings differ from official evaluations and are documented in the technical report.
DEMOS
Choose a demo domain05 domains
Available workflowsReal-device Mobile Use
Demo case 01 / 05
Mobile GUI Use
Recipe research + e-shopping
Task instruction (translated from Chinese)
I’m planning to make “passion-fruit sour-soup beef” tonight. Search Douyin for the most-saved photo-and-text post, save it, and remember the ingredients I need to prepare. Then, in the Hema app, purchase all the ingredients mentioned in the post—excluding seasonings—select delivery for 18:45 today, and place the order.
Complete everyday workflows across changing apps on physical mobile devices.
The agent first extracts a recipe and its ingredients from Douyin, then carries that information into Hema to complete a time-constrained grocery order.
CITATION
BIBTEX · CITATION
@article{zhou2026qwen_ui_agent,
title={{Qwen-UI-Agent} Technical Report: Toward Next-Generation Real-World Centric Foundation {GUI} Agents},
author={Zhou, Hanzhang and Tong, Panrong and Zhang, Xu and Kong, Quyu and Cai, Chenglin and Xia, Tianyu and Zhang, Gongjie and Zhang, Jianan and Li, Long and Chen, Long and Wang, Lei and Dai, Gaole and Li, Pengxiang and Chen, Liangyu and Wang, Yue and Hoi, Steven},
journal={arXiv preprint arXiv:2607.28227},
year={2026}
}