{
 "schema_version": 1,
 "generated": "2026-10-26",
 "id": "tencent-ui-mate--benchmark-agent-on-osworkerbench",
 "repo": "Tencent/UI-Mate",
 "repo_url": "https://github.com/Tencent/UI-Mate",
 "repo_slug": "tencent-ui-mate",
 "title": "Benchmark a GUI agent on OSWorkerBench tasks",
 "page_title": "How to benchmark a GUI agent on OSWorkerBench tasks with UI Mate",
 "summary": "Load the 100 office tasks and 33 plus 45 demonstrations from Hugging Face to measure an agent.",
 "who": "A researcher or evaluation engineer who needs a shared office workflow benchmark to compare computer-use agents.",
 "problem": "Comparing agents on ad hoc tasks gives results that are hard to reproduce, and office workflows with long horizons are hard to test by hand.",
 "outcome": "You have the task set and demonstration set loaded in Python, ready to feed into the evaluation harness in osworker_bench/.",
 "steps": [
  "Run `pip install datasets` so the Hugging Face loader is available. (inferred, check the README)",
  "Open the `osworker_bench/` folder in the repository and read its evaluation guide.",
  "Run `python` and then `from datasets import load_dataset` followed by `tasks = load_dataset(\"tencent/OSWorkerBench\")`.",
  "Run `demonstrations = load_dataset(\"tencent/OSWorkerBench\", \"demonstrations\")` to load the 3,989 captioned GUI-action steps.",
  "Follow the end-to-end evaluation guide in the dataset viewer to run the harness with your agent."
 ],
 "agent_prompt": "Use the Tencent/UI-Mate repository and its osworker_bench/ folder to load the OSWorkerBench tasks with load_dataset(\"tencent/OSWorkerBench\") and the demonstrations configuration. Report the number of tasks and demonstration steps you loaded, and confirm the default configuration returns 100 tasks before running any evaluation.",
 "agents": [
  "any"
 ],
 "difficulty": "Advanced",
 "time": "2 hours",
 "basis": "readme",
 "caveat": "The README describes the evaluation harness but the loading snippet alone does not run an agent, so the full evaluation still needs a served model and the steps in osworker_bench/.",
 "category": "Work and operations",
 "tags": [
  "Work and operations"
 ],
 "lang": "javascript",
 "requirements": [
  "A GPU server able to serve the UI-Mate-27B checkpoint with vLLM (the README example uses two-way tensor parallelism)",
  "Python with pip, so you can install openai and pillow",
  "A clone of the Tencent/UI-Mate repository and the model weights from Hugging Face",
  "A sandboxed or test desktop, since the agent controls real keyboard and mouse input"
 ],
 "risk": "dual-use",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.9,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/tencent-ui-mate/benchmark-agent-on-osworkerbench/",
 "md": "https://dedupedai.com/use-cases/tencent-ui-mate/benchmark-agent-on-osworkerbench/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/tencent-ui-mate--benchmark-agent-on-osworkerbench.json",
 "api_version": "v1"
}