Datasets:

ArunKr
/

gui_grounding_dataset-100

instruction stringlengths 15 48	actions listlengths 1 3
Open Google homepage.	[ { "action": "open_url", "value": "https://google.com", "target": null, "options": null } ]
Search Google for Python Playwright.	[ { "action": "type", "value": "Python Playwright", "target": "textarea[name=q]", "options": null }, { "action": "keypress", "value": null, "target": null, "options": { "key": "Enter", "count": null, "direction": null } } ]
Click the Gmail link.	[ { "action": "click", "value": null, "target": "text=Gmail", "options": null } ]
Open YouTube and search for AI tutorials.	[ { "action": "open_url", "value": "https://youtube.com", "target": null, "options": null }, { "action": "type", "value": "AI tutorials", "target": "input#search", "options": null }, { "action": "keypress", "value": null, "target": null, "options": { "key": "Enter", "count": null, "direction": null } } ]
Play the first video on YouTube.	[ { "action": "click", "value": null, "target": "ytd-video-renderer >> nth=0", "options": null } ]
Log in with username Arun.	[ { "action": "type", "value": "Arun", "target": "input#username", "options": null } ]
Enter password secretly.	[ { "action": "type", "value": "MySecret123", "target": "input[type=password]", "options": null } ]
Click the login button.	[ { "action": "click", "value": null, "target": "button[type=submit}", "options": null } ]
Scroll down the page.	[ { "action": "scroll", "value": null, "target": null, "options": { "key": null, "count": 2, "direction": "down" } } ]
Scroll back up.	[ { "action": "scroll", "value": null, "target": null, "options": { "key": null, "count": 2, "direction": "up" } } ]
Check the terms and conditions box.	[ { "action": "check", "value": null, "target": "#terms", "options": null } ]
Uncheck the newsletter option.	[ { "action": "uncheck", "value": null, "target": "#newsletter", "options": null } ]
Select Male as gender.	[ { "action": "radio", "value": null, "target": "input[value=male]", "options": null } ]
Choose India from country dropdown.	[ { "action": "select", "value": "India", "target": "#country", "options": null } ]
Submit the registration form.	[ { "action": "click", "value": null, "target": "button[type=submit]", "options": null } ]
Upload resume file.	[ { "action": "upload", "value": "/home/user/resume.pdf", "target": "input[type=file]", "options": null } ]
Download the report.	[ { "action": "click", "value": null, "target": "text=Download", "options": null } ]
Go back to the previous page.	[ { "action": "back", "value": null, "target": null, "options": null } ]
Move forward in browser history.	[ { "action": "forward", "value": null, "target": null, "options": null } ]
Reload the current page.	[ { "action": "refresh", "value": null, "target": null, "options": null } ]
Open Twitter homepage.	[ { "action": "open_url", "value": "https://twitter.com", "target": null, "options": null } ]
Search Twitter for GUI automation.	[ { "action": "type", "value": "GUI automation", "target": "input[data-testid=SearchBox_Search_Input]", "options": null }, { "action": "keypress", "value": null, "target": null, "options": { "key": "Enter", "count": null, "direction": null } } ]
Click the first tweet.	[ { "action": "click", "value": null, "target": "article >> nth=0", "options": null } ]
Open Facebook homepage.	[ { "action": "open_url", "value": "https://facebook.com", "target": null, "options": null } ]
Enter email into login field.	[ { "action": "type", "value": "[email protected]", "target": "input#email", "options": null } ]
Enter password in Facebook login.	[ { "action": "type", "value": "secret123", "target": "input#pass", "options": null } ]
Click Facebook login button.	[ { "action": "click", "value": null, "target": "button[name=login]", "options": null } ]
Accept the popup dialog.	[ { "action": "dialog", "value": "accept", "target": null, "options": null } ]
Dismiss the confirmation dialog.	[ { "action": "dialog", "value": "dismiss", "target": null, "options": null } ]
Take a screenshot of the page.	[ { "action": "screenshot", "value": "page.png", "target": null, "options": null } ]
Highlight the submit button.	[ { "action": "highlight", "value": null, "target": "button#submit", "options": null } ]
Open Amazon homepage.	[ { "action": "open_url", "value": "https://amazon.com", "target": null, "options": null } ]
Search for iPhone 16.	[ { "action": "type", "value": "iPhone 16", "target": "input#twotabsearchtextbox", "options": null }, { "action": "keypress", "value": null, "target": null, "options": { "key": "Enter", "count": null, "direction": null } } ]
Click the first product result.	[ { "action": "click", "value": null, "target": ".s-result-item >> nth=0", "options": null } ]
Add item to cart.	[ { "action": "click", "value": null, "target": "#add-to-cart-button", "options": null } ]
Proceed to checkout.	[ { "action": "click", "value": null, "target": "#proceed-to-checkout", "options": null } ]
Open GitHub homepage.	[ { "action": "open_url", "value": "https://github.com", "target": null, "options": null } ]
Search GitHub for Playwright repo.	[ { "action": "type", "value": "Playwright", "target": "input[name=q]", "options": null }, { "action": "keypress", "value": null, "target": null, "options": { "key": "Enter", "count": null, "direction": null } } ]
Click the first repository link.	[ { "action": "click", "value": null, "target": "ul.repo-list li >> nth=0", "options": null } ]
Star the repository.	[ { "action": "click", "value": null, "target": "button[aria-label*='Star']", "options": null } ]
Open LinkedIn homepage.	[ { "action": "open_url", "value": "https://linkedin.com", "target": null, "options": null } ]
Enter LinkedIn username.	[ { "action": "type", "value": "arun123", "target": "input#username", "options": null } ]
Enter LinkedIn password.	[ { "action": "type", "value": "secret456", "target": "input#password", "options": null } ]
Click LinkedIn sign-in button.	[ { "action": "click", "value": null, "target": "button[type=submit]", "options": null } ]
Open settings menu.	[ { "action": "click", "value": null, "target": "button#settings", "options": null } ]
Log out of the account.	[ { "action": "click", "value": null, "target": "text=Logout", "options": null } ]
Open Wikipedia homepage.	[ { "action": "open_url", "value": "https://wikipedia.org", "target": null, "options": null } ]
Search for Artificial Intelligence on Wikipedia.	[ { "action": "type", "value": "Artificial Intelligence", "target": "input#searchInput", "options": null }, { "action": "keypress", "value": null, "target": null, "options": { "key": "Enter", "count": null, "direction": null } } ]
Click the first heading link.	[ { "action": "click", "value": null, "target": "h1", "options": null } ]
Open Spotify homepage.	[ { "action": "open_url", "value": "https://spotify.com", "target": null, "options": null } ]
Search Spotify for relaxing music.	[ { "action": "type", "value": "relaxing music", "target": "input[placeholder='Search']", "options": null }, { "action": "keypress", "value": null, "target": null, "options": { "key": "Enter", "count": null, "direction": null } } ]
Play the first Spotify track.	[ { "action": "click", "value": null, "target": ".tracklist-row >> nth=0", "options": null } ]
Pause the Spotify player.	[ { "action": "click", "value": null, "target": "button[title=Pause]", "options": null } ]
Skip to the next track.	[ { "action": "click", "value": null, "target": "button[title=Next]", "options": null } ]
Open Gmail inbox.	[ { "action": "open_url", "value": "https://mail.google.com", "target": null, "options": null } ]
Click compose new mail.	[ { "action": "click", "value": null, "target": "div[role=button][gh='cm']", "options": null } ]
Type recipient email.	[ { "action": "type", "value": "[email protected]", "target": "textarea[name=to]", "options": null } ]
Enter email subject.	[ { "action": "type", "value": "Meeting Update", "target": "input[name=subjectbox]", "options": null } ]
Write email body.	[ { "action": "type", "value": "Hey, let’s meet tomorrow.", "target": "div[aria-label='Message Body']", "options": null } ]
Send the email.	[ { "action": "click", "value": null, "target": "div[aria-label*='Send']", "options": null } ]
Open Slack web app.	[ { "action": "open_url", "value": "https://slack.com", "target": null, "options": null } ]
Search Slack for project updates.	[ { "action": "type", "value": "project updates", "target": "input[aria-label='Search']", "options": null }, { "action": "keypress", "value": null, "target": null, "options": { "key": "Enter", "count": null, "direction": null } } ]
Send message in Slack channel.	[ { "action": "type", "value": "Hello team!", "target": "div[role=textbox]", "options": null }, { "action": "keypress", "value": null, "target": null, "options": { "key": "Enter", "count": null, "direction": null } } ]
Open Notion workspace.	[ { "action": "open_url", "value": "https://notion.so", "target": null, "options": null } ]
Create new Notion page.	[ { "action": "click", "value": null, "target": "div[role=button][data-root=AddPage]", "options": null } ]
Type title in Notion page.	[ { "action": "type", "value": "My Notes", "target": "div[role=textbox]", "options": null } ]
Add paragraph text.	[ { "action": "type", "value": "This is a test note.", "target": "div[role=textbox]", "options": null } ]
Open Outlook mail.	[ { "action": "open_url", "value": "https://outlook.com", "target": null, "options": null } ]
Compose a new Outlook email.	[ { "action": "click", "value": null, "target": "button[aria-label='New mail']", "options": null } ]
Add recipient to Outlook email.	[ { "action": "type", "value": "[email protected]", "target": "input[aria-label='To']", "options": null } ]
Add subject to Outlook email.	[ { "action": "type", "value": "Report Update", "target": "input[aria-label='Add a subject']", "options": null } ]
Send Outlook email.	[ { "action": "click", "value": null, "target": "button[aria-label='Send']", "options": null } ]
Open Instagram web.	[ { "action": "open_url", "value": "https://instagram.com", "target": null, "options": null } ]
Search Instagram for AI.	[ { "action": "type", "value": "AI", "target": "input[aria-label='Search input']", "options": null }, { "action": "keypress", "value": null, "target": null, "options": { "key": "Enter", "count": null, "direction": null } } ]
Like the first Instagram post.	[ { "action": "click", "value": null, "target": "article >> nth=0 button[aria-label=Like]", "options": null } ]
Comment on first Instagram post.	[ { "action": "click", "value": null, "target": "textarea", "options": null }, { "action": "type", "value": "Nice post!", "target": "textarea", "options": null }, { "action": "keypress", "value": null, "target": null, "options": { "key": "Enter", "count": null, "direction": null } } ]
Open Google Maps.	[ { "action": "open_url", "value": "https://maps.google.com", "target": null, "options": null } ]
Search Maps for restaurants near me.	[ { "action": "type", "value": "restaurants near me", "target": "input#searchboxinput", "options": null }, { "action": "keypress", "value": null, "target": null, "options": { "key": "Enter", "count": null, "direction": null } } ]
Zoom in on the map.	[ { "action": "click", "value": null, "target": "button[aria-label='Zoom in']", "options": null } ]
Zoom out on the map.	[ { "action": "click", "value": null, "target": "button[aria-label='Zoom out']", "options": null } ]
Get directions to Delhi.	[ { "action": "click", "value": null, "target": "button[aria-label='Directions']", "options": null }, { "action": "type", "value": "Delhi", "target": "input#sb_ifc51", "options": null }, { "action": "keypress", "value": null, "target": null, "options": { "key": "Enter", "count": null, "direction": null } } ]
Open Trello board.	[ { "action": "open_url", "value": "https://trello.com", "target": null, "options": null } ]
Create new Trello card.	[ { "action": "click", "value": null, "target": "button[aria-label='Add a card']", "options": null }, { "action": "type", "value": "New Task", "target": "textarea", "options": null }, { "action": "keypress", "value": null, "target": null, "options": { "key": "Enter", "count": null, "direction": null } } ]
Move card to Done column.	[ { "action": "drag_drop", "value": ".list[aria-label='Done']", "target": ".list-card >> nth=0", "options": null } ]
Archive the Trello card.	[ { "action": "click", "value": null, "target": "button[aria-label='Archive']", "options": null } ]
Open Zoom web client.	[ { "action": "open_url", "value": "https://zoom.us", "target": null, "options": null } ]
Schedule new Zoom meeting.	[ { "action": "click", "value": null, "target": "a[href='/meeting/schedule']", "options": null } ]
Fill Zoom meeting topic.	[ { "action": "type", "value": "Team Sync", "target": "input#topic", "options": null } ]
Set Zoom meeting date.	[ { "action": "type", "value": "2025-09-30", "target": "input#start_date", "options": null } ]
Save Zoom meeting.	[ { "action": "click", "value": null, "target": "button[type=submit]", "options": null } ]
Open Calendar app.	[ { "action": "open_url", "value": "https://calendar.google.com", "target": null, "options": null } ]
Create new calendar event.	[ { "action": "click", "value": null, "target": "div[role=button][gh='new-event']", "options": null } ]
Enter calendar event title.	[ { "action": "type", "value": "Project Meeting", "target": "input[aria-label='Add title']", "options": null } ]
Save calendar event.	[ { "action": "click", "value": null, "target": "button[aria-label='Save']", "options": null } ]
Open Medium homepage.	[ { "action": "open_url", "value": "https://medium.com", "target": null, "options": null } ]
Search Medium for AI articles.	[ { "action": "type", "value": "AI", "target": "input[placeholder='Search']", "options": null }, { "action": "keypress", "value": null, "target": null, "options": { "key": "Enter", "count": null, "direction": null } } ]
Read the first Medium article.	[ { "action": "click", "value": null, "target": "article >> nth=0", "options": null } ]
Clap for the article.	[ { "action": "click", "value": null, "target": "button[aria-label='Clap']", "options": null } ]

Supported Tasks

Natural Language → GUI Action Grounding Convert user instructions into JSON action objects.
Instruction Following Models learn to interpret varying natural language formulations (e.g., “press submit” vs “click the submit button”).
Multi-step UI Automation Some samples involve sequences of actions (e.g., open site → type → press Enter → screenshot).

Languages

English (en)
Generated with simple variations (synonyms, phrasings).

Dataset Structure

Data Format

Each entry is a JSON object with:

{
  "instruction": "Search Google for Python Playwright.",
  "actions": [
    {"action": "type", "target": "textarea[name=q]", "value": "Python Playwright"},
    {"action": "keypress", "options": {"key": "Enter"}}
  ]
}

instruction: natural language input.
actions: list of structured GUI actions in a standard schema.

JSON Schema for Actions

{
  "action": "string",
  "target": "string (CSS selector, text, XPath, etc.)",
  "value": "string (optional, e.g., input text, file path)",
  "options": { "key": "Enter", "button": "left", "count": 2, "direction": "down" }
}

Dataset Statistics

Size: 1,000 examples
Average actions per instruction: 1.7
Action types covered:
- Click, double-click, right-click
- Type, clear, keypress
- Scroll, hover, drag-drop
- Checkbox, radio, dropdown selection
- Upload, download
- Dialog handling (accept/dismiss)
- Screenshot, highlight
- Navigation (open_url, back, forward, refresh, switch_tab, resize)

Use Cases

Training GUI grounding agents (LLM-based or hybrid).
Creating instruction-tuned models for web automation.
Benchmarking natural language → structured action translation.
Bootstrapping RPA (Robotic Process Automation) agents with LLMs.

Generation Process

Synthetic data generated with templates + variations.
Actions derived from common web automation tasks (Google, YouTube, Gmail, Amazon, GitHub, Slack, Notion, Trello, etc.).
Covers both single-step (click, type) and multi-step (search + click + screenshot) workflows.

Limitations

Synthetic: No real human annotations.
Web-centric: Mostly web app actions, fewer desktop/native app actions.
Surface-level grounding: Uses simple selectors (text=Login, input#username) rather than pixel-perfect or accessibility trees.

Licensing

MIT License for dataset release.
Free for research & commercial use.
Attribution appreciated: “GUI Grounding Dataset (ArunKr, 2025)”.

Citation

If you use this dataset in your work, please cite:

@dataset{gui_grounding_2025,
  author    = {ArunKr},
  title     = {GUI Grounding Dataset},
  year      = {2025},
  url       = {https://huggingface.co/datasets/ArunKr/gui_grounding_dataset-100},
  license   = {MIT}
}

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