task_id stringlengths 41 41 | task_description stringlengths 15 205 | task_category listlengths 0 5 | difficulty stringclasses 3
values | number_of_steps int64 1 39 | platform stringclasses 3
values | app_name stringlengths 0 19 | app_link stringclasses 7
values | steps listlengths 1 39 | environments listlengths 1 1 |
|---|---|---|---|---|---|---|---|---|---|
task-2e692d64-2b13-43e7-b6af-0eb4efac7783 | Look for activities in Phuket, Thailand. | [
"input",
"content"
] | easy | 4 | web | agoda | https://www.agoda.com/ | [
{
"step_number": 0,
"action": "Focus search input",
"action_type": "Click",
"element_category": [
"input_control"
]
},
{
"step_number": 1,
"action": "Type 'Phuket, Thailand'",
"action_type": "Type",
"element_category": [
"input_control"
]
},
{
"step_nu... | [
{
"environment_id": "env-c4aa9b50-d661-4546-a6f0-45d83011b06c",
"environment_type": "clean",
"injected_defects": []
}
] |
task-d4a55c5a-1828-4974-8427-1c8c7e20f457 | Browse fiction audio books sorted by lowest price. | [
"input",
"content"
] | easy | 4 | web | bookdepository | https://bookdpworld.com/ | [
{
"step_number": 0,
"action": "Hover over Categories",
"action_type": "Hover",
"element_category": [
"navigation_component"
]
},
{
"step_number": 1,
"action": "Click 'Fiction' category",
"action_type": "Click",
"element_category": [
"navigation_component"
]
... | [
{
"environment_id": "env-9ca42842-a39d-48aa-b88b-e8eda5449a6d",
"environment_type": "clean",
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}
] |
task-326fa1f5-77cc-4109-af77-771c1b302d71 | Find the lowest fare for JFK, NY to Heathrow, London and nearby airports for 1 adult on April 22, one way | [
"form",
"input",
"navigation",
"content"
] | hard | 16 | web | aa | https://www.aa.com/ | [
{
"step_number": 0,
"action": "Focus on the origin input field",
"action_type": "Focus",
"element_category": [
"input_control"
]
},
{
"step_number": 1,
"action": "Type 'JFK'",
"action_type": "Type",
"element_category": [
"input_control"
]
},
{
"step_nu... | [
{
"environment_id": "env-796eace2-51fa-4af0-b98c-f8fdd3966aa1",
"environment_type": "clean",
"injected_defects": []
}
] |
task-7c3e82fd-503f-42ef-b800-1eccd7afec18 | Check the status of a flight between San Antonio, Texas, and Bellingham, Washington. | [
"input",
"content"
] | medium | 7 | web | aa | https://www.aa.com/ | [
{
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"action": "",
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"element_category": []
},
{
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},
{
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"action": "",
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"element_category": []
},
{
"step_number"... | [
{
"environment_id": "env-a075ec79-448d-48f9-b33d-053926654524",
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}
] |
task-a61c6899-1bef-43bc-9890-4692926026b8 | Find the terms and conditions of Amtrak RideReserve for Multi-Ride Passes | [
"navigation",
"content"
] | easy | 5 | web | amtrak | https://www.amtrak.com/ | [
{
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"action": "",
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"element_category": []
},
{
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},
{
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"element_category": []
},
{
"step_number"... | [
{
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}
] |
task-8818a55a-38d1-411a-ad16-eee3eb38445a | Find a hotel with lowest price in Tokyo for 2 adults and 1 child for 10 May and checkout on 12. | [
"form",
"input",
"content"
] | medium | 9 | web | agoda | https://www.agoda.com/ | [
{
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"action": "",
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"element_category": []
},
{
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},
{
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"element_category": []
},
{
"step_number"... | [
{
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"injected_defects": []
}
] |
task-ed36e166-a824-4ce4-8d19-e95edda2f0ed | Find out details about cancellation fees. | [
"navigation",
"content"
] | easy | 3 | web | agoda | https://www.agoda.com/ | [
{
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"action": "",
"action_type": "",
"element_category": []
},
{
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},
{
"step_number": 2,
"action": "",
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"element_category": []
}
] | [
{
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"environment_type": "clean",
"injected_defects": []
}
] |
task-01a1e46c-cdcc-432d-a98a-81c0429d49d4 | Browse a list of rental vehicles for Brooklyn, OH, US for 18 year old renter. | [
"form",
"input",
"content"
] | easy | 4 | web | enterprise | https://www.enterprise.com/ | [
{
"step_number": 0,
"action": "",
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"element_category": []
},
{
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},
{
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},
{
"step_number"... | [
{
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"environment_type": "clean",
"injected_defects": []
}
] |
task-cfc7b938-c276-40e2-807b-1e69ee10a367 | Browse bestsellers under $20 and available in hardback. | [
"navigation",
"input",
"content"
] | easy | 4 | web | bookdepository | https://bookdpworld.com/ | [
{
"step_number": 0,
"action": "",
"action_type": "",
"element_category": []
},
{
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},
{
"step_number": 2,
"action": "",
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"element_category": []
},
{
"step_number"... | [
{
"environment_id": "env-902fa116-0866-4fb6-b9dd-e81f84cbf1cc",
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}
] |
task-f80c658f-901b-49e9-a169-d5e43eac3c34 | Find flights from Chicago to London on 20 April and return on 23 April. | [
"form",
"input",
"content"
] | medium | 9 | web | aa | https://www.aa.com/ | [
{
"step_number": 0,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 1,
"action": "",
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},
{
"step_number": 2,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number"... | [
{
"environment_id": "env-b832fd01-8bf7-4716-9cc7-1140998ee013",
"environment_type": "clean",
"injected_defects": []
}
] |
task-fe4a6d51-9d92-4e4b-a535-286210c84b7f | Check flight status from London to New York City for next day. | [
"navigation",
"form",
"input",
"content"
] | medium | 8 | web | aa | https://www.aa.com/ | [
{
"step_number": 0,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 1,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 2,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number"... | [
{
"environment_id": "env-3045d848-6e57-4e2d-8a94-db87c385af94",
"environment_type": "clean",
"injected_defects": []
}
] |
task-f647cd99-9260-4d77-b1d5-d579cfb6fd0a | Find the cheapest hotel in New York City for 2 adults from Apr7 to Apr 8. | [
"form",
"input",
"content"
] | medium | 8 | web | aa | https://www.aa.com/ | [
{
"step_number": 0,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 1,
"action": "",
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"element_category": []
},
{
"step_number": 2,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number"... | [
{
"environment_id": "env-bbc2e166-0045-4ffd-803d-5d63446bf01a",
"environment_type": "clean",
"injected_defects": []
}
] |
task-8e6574a2-a418-46a4-8013-0ec49d2f9e5f | What are today's Limited Time Offers deals? | [
"navigation",
"content"
] | easy | 2 | web | agoda | https://www.agoda.com/ | [
{
"step_number": 0,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 1,
"action": "",
"action_type": "",
"element_category": []
}
] | [
{
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"environment_type": "clean",
"injected_defects": []
}
] |
task-a8efbe50-9bcc-4e48-a1e1-2f06d5f8ea12 | Show me routes from NYP to WAS on May 15th. | [
"form",
"input",
"content"
] | medium | 7 | web | amtrak | https://www.amtrak.com/ | [
{
"step_number": 0,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 1,
"action": "",
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"element_category": []
},
{
"step_number": 2,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number"... | [
{
"environment_id": "env-f599b6d6-4ad5-4568-9911-e65a310e3f84",
"environment_type": "clean",
"injected_defects": []
}
] |
task-342d4b96-3ead-404e-b4b1-634d6af377f8 | Check out the color options for Apple phones in Best Sellers | [
"navigation",
"content"
] | easy | 3 | web | NextMerce | http://localhost:3000 | [
{
"step_number": 0,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 1,
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},
{
"step_number": 2,
"action": "",
"action_type": "",
"element_category": []
}
] | [
{
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"environment_type": "clean",
"injected_defects": []
}
] |
task-dc4805ee-a4db-4cd7-b9b2-32f779173075 | Find digital watches that range between $50 and $150 | [
"form",
"input",
"content"
] | easy | 5 | web | NextMerce | http://localhost:3000 | [
{
"step_number": 0,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 1,
"action": "",
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},
{
"step_number": 2,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number"... | [
{
"environment_id": "env-c8716448-6245-4d5d-bf98-0e0b90abb34a",
"environment_type": "clean",
"injected_defects": []
}
] |
task-251da505-2da2-4d39-ae57-8ac8a85ecb46 | Find details about refund policy | [
"navigation",
"content"
] | easy | 4 | web | NextMerce | http://localhost:3000 | [
{
"step_number": 0,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 1,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 2,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number"... | [
{
"environment_id": "env-294c5629-c03e-4a8e-97b4-c74fa10701bd",
"environment_type": "clean",
"injected_defects": []
}
] |
task-9bac8775-03af-4dca-94ed-6f01fc12c5c8 | Find the latest blog about tech trends for 2026 | [
"navigation",
"content",
"input"
] | easy | 3 | web | NextMerce | http://localhost:3000 | [
{
"step_number": 0,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 1,
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},
{
"step_number": 2,
"action": "",
"action_type": "",
"element_category": []
}
] | [
{
"environment_id": "env-9b2c8814-69d7-498b-90c2-c5a27b13ddd9",
"environment_type": "clean",
"injected_defects": []
}
] |
task-216b0cab-5ea7-4396-b6c2-c4c53e1189bc | Applying the following discount coupon to my cart: ABC123 | [
"form",
"input",
"content"
] | easy | 5 | web | NextMerce | http://localhost:3000 | [
{
"step_number": 0,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 1,
"action": "",
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},
{
"step_number": 2,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number"... | [
{
"environment_id": "env-65f3f467-4192-4693-ac64-dc040d23bb6c",
"environment_type": "clean",
"injected_defects": []
}
] |
task-6ddde236-5f65-4011-84e8-05ef5d2c0fbf | Add best selling apple phone to cart, and then add a red apple watch to the wishlist and 2 to the cart, and then view the cart | [
"navigation",
"form",
"input",
"content",
"dialog"
] | hard | 11 | web | NextMerce | http://localhost:3000 | [
{
"step_number": 0,
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},
{
"step_number": 1,
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},
{
"step_number": 2,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number"... | [
{
"environment_id": "env-6be5d2a4-0401-4ba8-8599-4c07492e0f50",
"environment_type": "clean",
"injected_defects": []
}
] |
task-9b2982cb-30cc-45d3-ace8-1b678c584203 | Add a green TV to the cart and checkout with different shipping address, FedEx as shiping method, and cash on delivery | [
"navigation",
"form",
"input",
"content",
"dialog"
] | hard | 22 | web | NextMerce | http://localhost:3000 | [
{
"step_number": 0,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 1,
"action": "",
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"element_category": []
},
{
"step_number": 2,
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"action_type": "",
"element_category": []
},
{
"step_number"... | [
{
"environment_id": "env-2eb10d3f-f6c2-47aa-8b8e-aaf566a70ab1",
"environment_type": "clean",
"injected_defects": []
}
] |
task-0c7d7507-82e0-4c36-879a-3f499ee2c707 | Send the support team a message about delayed delivery | [
"form",
"input",
"content",
"dialog"
] | medium | 7 | web | NextMerce | http://localhost:3000 | [
{
"step_number": 0,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 1,
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},
{
"step_number": 2,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number"... | [
{
"environment_id": "env-ba3c2973-2e33-4bde-affc-3128191dc356",
"environment_type": "clean",
"injected_defects": []
}
] |
task-7e98832e-6333-4f58-992b-7cc2a659c52a | Take one photo. | [] | easy | 2 | mobile | Camera | [
{
"step_number": 0,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 1,
"action": "",
"action_type": "",
"element_category": []
}
] | [
{
"environment_id": "env-a29e7d72-1452-40db-91e0-042c7b89c42d",
"environment_type": "clean",
"injected_defects": []
}
] | |
task-d9aac98b-0101-43f2-a157-1eb39001b5f3 | Pause the stopwatch. | [] | easy | 1 | mobile | Clock | [
{
"step_number": 0,
"action": "",
"action_type": "",
"element_category": []
}
] | [
{
"environment_id": "env-c7f717cb-c60f-4b28-aa43-d77cfbf361b3",
"environment_type": "clean",
"injected_defects": []
}
] | |
task-668218d2-df28-45e5-9f98-86c663ebdaab | Run the stopwatch. | [] | easy | 3 | mobile | Clock | [
{
"step_number": 0,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 1,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 2,
"action": "",
"action_type": "",
"element_category": []
}
] | [
{
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"environment_type": "clean",
"injected_defects": []
}
] | |
task-39649315-8756-401d-bbbf-24c70d5613c3 | Create a timer with {hours} hours, {minutes} minutes, and {seconds} seconds. Do not start the timer. | [] | easy | 3 | mobile | Clock | [
{
"step_number": 0,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 1,
"action": "",
"action_type": "",
"element_category": []
},
{
"step_number": 2,
"action": "",
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"element_category": []
}
] | [
{
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"environment_type": "clean",
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}
] | |
task-8e1a4b7e-51af-4ad0-be72-32ad8488ce04 | Create a new contact for {name}. Their number is {number}. | [] | easy | 5 | mobile | Contact | [
{
"step_number": 0,
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"action_type": "",
"element_category": []
},
{
"step_number": 1,
"action": "",
"action_type": "",
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},
{
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{
"step_number"... | [
{
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] | |
task-a3550364-aef8-45f8-a457-f34bf5fbdcd0 | Delete the newest note in Markor. | [] | easy | 4 | mobile | [
{
"step_number": 0,
"action": "",
"action_type": "",
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},
{
"step_number": 1,
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},
{
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"action": "",
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{
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] | ||
task-4a38a603-853d-4005-9b7a-5c306012b7b7 | Is the note titled '{title}' in the Joplin app marked as a todo item? Respond with either 'True' if it is a todo or 'False' if not. | [] | easy | 2 | mobile | Notes | [
{
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},
{
"step_number": 1,
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}
] | [
{
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}
] | |
task-63c256e7-693d-4590-8e24-ff568c5fe708 | In Simple Calendar Pro, create a calendar event for this {day_of_week} at {hour}h with the title '{event_title}' and the description '{event_description}'. The event should last for {duration_mins} mins. | [] | easy | 17 | mobile | Simple Calendar Pro | [
{
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{
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{
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"action": "",
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{
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{
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] | |
task-a939ec59-3589-402e-9b94-023f111be309 | In Simple Calendar Pro, create a calendar event for tomorrow at {hour}h with the title '{event_title}' and the description '{event_description}'. The event should last for {duration_mins} mins. | [] | easy | 13 | mobile | Simple Calendar Pro | [
{
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},
{
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{
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},
{
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{
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"environment_type": "clean",
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] | |
task-d296ead6-8615-4d53-8fd0-35b40d3cdb9a | Turn brightness to the {max_or_min} value. | [] | easy | 3 | mobile | Settings | [
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task-a00b4840-943d-4e0f-96c4-0491ea3a03ea | Turn wifi {on_or_off}. | [] | easy | 3 | mobile | Settings | [
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task-4134e64f-e12e-4e70-a512-37dc750d6d0e | Merge the contents of Markor notes {file1_name}, {file2_name} and {file3_name} (in the same order) into a new Markor note named {new_file_name} and save it. Add a new line between the content of each note. | [] | hard | 39 | mobile | Notes | [
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task-d48d5853-ac9c-4882-8b51-fdfa97bfc827 | Add the recipes from recipes.txt in Markor to the Broccoli recipe app. | [] | hard | 24 | mobile | Notes, Brocolli | [
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task-81a90703-8e6b-4eef-8c6a-aa88efc7e4b4 | Send a text message using Simple SMS Messenger to {number} with message: {message} | [] | medium | 6 | mobile | SMS Messenger | [
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task-e7d77eba-97ae-45aa-a45a-6b8c38fdcb5f | Which tasks have I completed for {date} in Tasks app? Answer with the titles only. If there are multiples titles, format your answer in a comma separated list. | [] | medium | 5 | mobile | Tasks | [
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task-c1648ed6-ae01-4065-8825-953e0dff7644 | Turn off WiFi, then enable bluetooth | [] | medium | 5 | mobile | Settings | [
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task-a82331a0-252d-48f3-8d0e-7973c51bb841 | Find a large car from next Monday to Friday in Zurich, sorted by price. | [] | easy | 4 | desktop | Google Chrome | [
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task-2e8bc7d8-a379-434d-8602-4c23339612f8 | Show me all men's large-size short-sleeve shirts with a discount of 50% or more. | [] | easy | 4 | desktop | Google Chrome | [
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task-fc2d467c-c61d-4ab4-a6c2-b2a8049f8b9d | Can you make a new folder for me on the bookmarks bar in my internet browser? Let's call it 'Favorites.' | [] | easy | 2 | desktop | Google Chrome | [
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task-b8e84e52-19c3-42a3-ac42-ecf92bf36e6b | Could you help me unzip the downloaded extension file from /home/user/Desktop/ to /home/user/Desktop/ and configure it in Chrome's extensions? | [] | easy | 4 | desktop | Google Chrome | [
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task-db94d8e6-c7a5-422f-a99a-e02ec1b365be | Move the title of page 2 to the bottom of the slide. | [] | easy | 2 | desktop | LibreOffice Impress | [
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task-2802ac28-84e1-4ad2-9011-c2d84a1d5d80 | Could you help me add slide transition "dissolve" to my first page? | [] | easy | 4 | desktop | LibreOffice Impress | [
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task-1de3a73a-db9f-4114-a768-1d7fef173206 | Move the image to the right side on Slide 2. | [] | easy | 2 | desktop | LibreOffice Impress | [
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task-9639a24d-9ec5-43e9-a9af-21af418e413f | Navigate to slide 5 and set the font color of all textboxes to yellow. Use exactly 'yellow'—no variations such as light yellow, dark yellow, or any other color. | [] | easy | 2 | desktop | LibreOffice Impress | [
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task-643c4ed4-ab65-4c57-a266-823d8d081de2 | Bold the text on slide 1. Make the title of size 44pt and underline it on slide 1. | [] | easy | 2 | desktop | LibreOffice Impress | [
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task-3e19d4d4-efc5-44ae-aa9e-da20aebf2f86 | In the first slide, insert the title "Happy Family" and make the font style "Microsoft JhengHei". | [] | easy | 2 | desktop | LibreOffice Impress | [
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task-d97a59b3-424c-4950-ad7c-ee601aa79536 | Copy the screenshot 1.png from the desktop to where my cursor is located | [] | easy | 4 | desktop | LibreOffice Writer | [
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task-ac0824b4-407b-4ac4-853a-ce629ba759a0 | Recursively go through the folders of the 'photos' directory and copy any .jpg files found into another directory named 'cpjpg'. | [] | medium | 9 | desktop | OS | [
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task-dbaa05f7-41e7-4b6f-ab24-b9b3cfe5a92e | Please help me use VS Code to open the "project" in the "user" folder under "home". | [] | medium | 6 | desktop | Visual Studio Code | [
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GUI-Failure-Suite
GUI-Failure-Suite is a task suite for analyzing and benchmarking GUI agents through their failure modes rather than only their success rates.
It is designed to support research on failure taxonomies, process-level evaluation, and robustness of agents acting in realistic desktop and web environments.
Motivation
Existing GUI benchmarks mainly report aggregate metrics such as task success or click accuracy, which makes it hard to understand how and why agents fail.
GUI-Failure-Suite provides carefully constructed tasks that target specific error patterns (e.g., mis-grounding, instruction misunderstanding, recovery failures), enabling more fine-grained analysis and comparison across models.
Contents
- Curated tasks grouped by failure category and scenario (desktop, web, forms, multi-step flows).
- Structured annotations describing the intended trajectory, observable failure patterns, and evaluation hooks per task.
- Split configuration for development (analysis, ablations) and test (reporting) runs.
Intended Use
This suite is intended for:
- Researchers building taxonomies or process-level metrics for GUI agents.
- Practitioners stress-testing existing agents on brittle workflows, edge cases, and recovery behavior.
- Benchmark authors who want to plug failure-aware tasks into their own evaluation pipelines.
Basic Structure
A typical task entry includes:
- Environment specification (OS, app/website, window configuration).
- Natural language goal and any auxiliary instructions/prompts.
- Ground-truth trajectory and failure labels (e.g., wrong widget, premature submit, irreversible state change).
- Metadata such as category, difficulty, and tags.
Getting Started
You can clone the repository or use it directly from the Hub as a dataset/asset in your evaluation pipeline.
git lfs install
git clone https://huggingface.co/datasets/MazenBaShammakh/gui-failure-suite
cd gui-failure-suite
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