Qwen-UI-Agent Technical Report: Toward Next-Generation Real-World Centric Foundation GUI Agents
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Merged summary
TL;DR - Qwen-UI-Agent is a foundation GUI agent designed for long-running, cross-platform workflows spanning mobile, desktop, web, DeepSearch, and CLI tools. It reports state-of-the-art mobile benchmark results and competitive computer- and browser-use performance.
- A unified action space interleaves GUI and CLI operations and supports multiple actions per model turn.
- An AutoResearch-style data flywheel constructs tasks and environments, diagnoses failures, and plans improvements.
- Online reinforcement learning handles trajectories exceeding 100 turns, using more than 10,000 concurrent rollout environments.
- Reported scores include 92.2% on MobileWorld-Real, 79.5% on OSWorld-Verified, and 73.6% on WebArena.
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Qwen-UI-Agent Technical Report: Toward Next-Generation Real-World Centric Foundation GUI Agents
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Hugging Face upvotes 309
TL;DR - Qwen-UI-Agent is a foundation GUI agent designed for long-running, cross-platform workflows spanning mobile, desktop, web, DeepSearch, and CLI tools. It reports state-of-the-art mobile benchmark results and competitive computer- and browser-use performance.
- A unified action space interleaves GUI and CLI operations and supports multiple actions per model turn.
- An AutoResearch-style data flywheel constructs tasks and environments, diagnoses failures, and plans improvements.
- Online reinforcement learning handles trajectories exceeding 100 turns, using more than 10,000 concurrent rollout environments.
- Reported scores include 92.2% on MobileWorld-Real, 79.5% on OSWorld-Verified, and 73.6% on WebArena.