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agent-studio
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IDM-Multiple

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Visual Question Answering
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instruction
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annotation_id
stringlengths
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actions
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12 values
platform
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3 values
action_space
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is_success
bool
2 classes
open app "YouTube Kids" (install if not already installed) and go to login screen
803558926902382084:4
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"metadata": [ { "repr": "click PLAY", "text": null }, { "repr": "click PLAY", "text": null }, { "repr": "click MAGNIFYING GLASS", "text": null }, { "repr": "click X", "text": null }, { "repr": "type YouTube Kids", "text": "YouTube Kids" } ] }
aitw_install
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
false
What's the latest video from IGN?
10847283806857230253:9
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What's the latest video from GameSpot Reviews?
11657522768156772616:2
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aitw_general
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open app "Microsoft Excel" (install if not already installed)
13179584194031518607:1
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Search for razer naga on ebay, select the first entry, add it to the cart, then select checkout.
4586165339915120203:5
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Add logitech g pro to the cart on newegg.com
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Search for razer thresher on amazon, select the first entry, add it to the cart, then select checkout.
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What's a good restaurant in Phoenix?
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open app "NewsBreak: Local News & Alerts"
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aitw_install
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true
Play the new Taylor Swift video on YouTube
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aitw_general
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
false
install app "Expedia: Hotels, Flights & Car"
15383151622903431978:2
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aitw_install
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
false
What's on my calendar today?
8750673069275507860:3
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"https://datasets-server.huggingface.co/assets/agent-studio/IDM-Multiple/--/06b5b3877e12139a36e2f0b9362ebd1a7f147f19/--/default/train/11/actions/image-2f2d0530.jpg?Expires=1769379256&Signature=RaotulIid~IQvoyiwq2LILXBrzoyMbgnFQzzxkuue6R6Sx8faBj-qaW8GSipxOVdIgl1Z0rTiJhkX1NEWDeeUZ4IF2cnWbsB16-Z-y88kvMsAnrJECtVmNlmKuM~TNkk-Uwe-XoSqK87X85b6sWf~PVihRpyAfP8UrAl77g5hv9~GbDANdguhmF30DA3O77YBDPybydEe9i6FlwV2AFGc3Zj0eIccXN1SLPk1qre4NCedGXLy6I24KD7zxoL2kzaltgxCngnuGhT-Oer7QfQ9MOvPU7XkECPUblbV9RipCAJGwM4JSOh69MDhAyFBl~b3StEcPR8StoCUGfLB2CcVg__&Key-Pair-Id=K3EI6M078Z3AC3", "height": 1140, "width": 540 }, { "src": "https://datasets-server.huggingface.co/assets/agent-studio/IDM-Multiple/--/06b5b3877e12139a36e2f0b9362ebd1a7f147f19/--/default/train/11/actions/image-2f2f0531.jpg?Expires=1769379256&Signature=w5SK-4X7KRVcWmLbeTnlyHVHk2OF1msA3yihppi1x72Rm-vTWNGLuy3intaaLSJorP4VrBIY1qqrbgoix1mNZxD9w7EAvG~OZlYl-3cTsR3dN8GNaOluKL6Lt7swyGmM6Oo2mEWc8WsTCHE6YpAlxJUpp9exUgkSiSjGobRqp-qL-WdZOI3zTxn3pXPK-C~ni-Im3xLX-wR8EJLJvIPTxt-UPNGtVJT8AIWCpEEGQ9RUXfH3UVBchllDaj~gBRSx0AM5KIYsflPUnARE5qFzPAVxGh2sfqpCRJQINQ2GlF5QMMfU173khaGqbG6j0Qh7dXXT2HKbqQ0zWKcYD6Txug__&Key-Pair-Id=K3EI6M078Z3AC3", "height": 1140, "width": 540 } ], "operation": [ "scroll down", "scroll down", "click", "click" ], "bbox": [ null, null, { "x": 0.8759999871253967, "y": 0.1979999989271164, "width": 1, "height": 1 }, { "x": 0.9160000085830688, "y": 0.9039999842643738, "width": 1, "height": 1 } ], "metadata": [ { "repr": "scroll down", "text": null }, { "repr": "scroll down", "text": null }, { "repr": "click 18", "text": null }, { "repr": "click V FORWARD", "text": null } ] }
aitw_install
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
false
open app "Move to iOS" (install if not already installed), go to login, and select forgot password
17978225801150197469:3
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"https://datasets-server.huggingface.co/assets/agent-studio/IDM-Multiple/--/06b5b3877e12139a36e2f0b9362ebd1a7f147f19/--/default/train/12/actions/image-35930592.jpg?Expires=1769379256&Signature=lzE6q5~Hs~n9CIuR8vbMpnHFkdtVtidnDqhoJOhvQQC4qGafHdvHD9IWI2dCZS6O8aZU0P2eqtOr3g1LrJNk3UZ1ZuBIqzTZ-rTfbtSY8hDBiJf0lJz8D6d9emrHD0dvEL8vwrpPa2AOOkcCSRlk7H--xHqgTDBw78qwqY8oWOEtEJmE7-7dTsXsprsPD3~WQWNp6RMn63l9sgV-jtjfNs7GH8o9ecZHnyP2lvRcW4AzplcA155fUVL9rskCA2LiGZr7bY5Km~le4SNtY6U368VZVqAkM3wvOqkGTa~muwScqtXJPua14FAIu4GINCowwUr75K4o3mDP0tydFaaqxg__&Key-Pair-Id=K3EI6M078Z3AC3", "height": 600, "width": 270 } ], "obs_after": [ { "src": 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to iOS", "text": "Move to iOS" }, { "repr": "click Move to iDs", "text": null }, { "repr": "click Install", "text": null } ] }
aitw_install
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
false
How do I get to the nearest Walmart?
11184818665648255045:1
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aitw_general
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
false
toggle notification dots
3994690000547576691:4
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aitw_install
mobile
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Empty the shopping cart on newegg. Search for apple airpods pro on newegg, select the first entry, add it to the cart, then select checkout.
17041687441213171098:1
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aitw_webshopping
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What's the latest video from Gameranx?
9451530709378413175:5
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What's the price of the Samsung TV?
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aitw_general
mobile
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true
Where can I buy a nice beach tote?
17402805884294660800:1
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false
Add razer blade to the cart on walmart.com, then select checkout.
3482973788204617831:2
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false
Add razer huntsman to the cart on target
17719956408761839149:2
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aitw_webshopping
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true
Add "razer blade" to the cart on ebay
16520207654287635771:1
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aitw_webshopping
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
false
open app "Life360: Find Family & Friends" (install if not already installed)
2484917178072700441:3
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"https://datasets-server.huggingface.co/assets/agent-studio/IDM-Multiple/--/06b5b3877e12139a36e2f0b9362ebd1a7f147f19/--/default/train/22/actions/image-2f2d0530.jpg?Expires=1769379256&Signature=tc5KYP-AYmlic~1wJtVLg60niajg98ULLFEuYMT1bo-zI6eC0flhd42VRtGD23-2kE0pcTNnWPHbZPhQ~8gisBi~FfydHFaytFFNR1GLzTVscF2JtNLeHuG0hfqC~dL~OkzXtyinr5PkIDHVpZADn8U7UyjBZuHP-C~nxJmzMptiNBLUkA4ifp8YgHOR12DX7canp~fkyX7ApyBI051uyZ-zSpifX4F4Q-8vztIEq~pGiqEQcmvH~To5DxhvlShodjpGDTUsLE-OEfMCIWh6IEZ6VEz3CMyuDBYq2yN1DSlR32Ngz5aHeHBLvjkd2YpV~VCUC1pwkvPjp~vdZvjuww__&Key-Pair-Id=K3EI6M078Z3AC3", "height": 1170, "width": 540 }, { "src": 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"text": null }, { "repr": "click ARROW BACKWARD", "text": null }, { "repr": "click Search for apps &...", "text": null } ] }
aitw_install
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
false
What time is it in London?
3667157660476747738:2
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aitw_general
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
true
open app "Spotify: Music and Podcasts" (install if not already installed), go to login, and select forgot password
3875078336810079703:7
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0.8059999942779541, "width": 1, "height": 1 }, { "x": 0.39399999380111694, "y": 0.24699999392032623, "width": 1, "height": 1 }, { "x": 0.7620000243186951, "y": 0.2930000126361847, "width": 1, "height": 1 } ], "metadata": [ { "repr": "scroll down", "text": null }, { "repr": "click PLAY", "text": null }, { "repr": "click MAGNIFYING GLASS", "text": null }, { "repr": "click Search for", "text": null }, { "repr": "type Spotify", "text": "Spotify" }, { "repr": "click V BACKWARD", "text": null }, { "repr": "click spotify", "text": null }, { "repr": "click Install", "text": null } ] }
aitw_install
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
false
Clear the shopping cart on amazon. Search for razer blade on amazon, select the first entry, add it to the cart, then select checkout.
981768946366801710:7
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aitw_install
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
false
uninstall "Spotify: Music and Podcasts"
6617324784273834109:1
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aitw_install
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
false
open app "Lyft - Rideshare, Bikes, Scooters & Transit"
4014939599908492923:8
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aitw_install
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
false
open app "Move to iOS" (install if not already installed), go to login, and select forgot password
17978225801150197469:2
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aitw_install
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
false
Search for alienware area 51 on newegg, select the first entry, add it to the cart, then select checkout.
5003359553674569097:4
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], "metadata": [ { "repr": "press home", "text": null }, { "repr": "click PLAY", "text": null }, { "repr": "click Return", "text": null }, { "repr": "click THREE DOTS", "text": null }, { "repr": "click X", "text": null } ] }
aitw_webshopping
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
false
Add razer blade to the cart on walmart.com, then select checkout.
3482973788204617831:9
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0.4350000023841858, "y": 0.28299999237060547, "width": 1, "height": 1 }, null, { "x": 0.20499999821186066, "y": 0.2370000034570694, "width": 1, "height": 1 }, null, null ], "metadata": [ { "repr": "press home", "text": null }, { "repr": "click 90", "text": null }, { "repr": "click bestbuy.com/identity/signin?tc", "text": null }, { "repr": "type walmart.com", "text": "walmart.com" }, { "repr": "click walmart.com", "text": null }, { "repr": "click Search", "text": null }, { "repr": "type razer blade", "text": " razer blade" }, { "repr": "click razer blade 15", "text": null }, { "repr": "scroll down", "text": null }, { "repr": "scroll down", "text": null } ] }
aitw_webshopping
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
false
Clear the cart on walmart. Add razer nari to the cart on walmart, then select checkout.
16107840053162730337:13
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"height": 1 }, null, { "x": 0.49300000071525574, "y": 0.09300000220537186, "width": 1, "height": 1 }, { "x": 0.4830000102519989, "y": 0.13199999928474426, "width": 1, "height": 1 }, { "x": 0.35499998927116394, "y": 0.4230000078678131, "width": 1, "height": 1 }, { "x": 0.6129999756813049, "y": 0.13300000131130219, "width": 1, "height": 1 }, null, { "x": 0.40799999237060547, "y": 0.2460000067949295, "width": 1, "height": 1 }, { "x": 0.7300000190734863, "y": 0.6650000214576721, "width": 1, "height": 1 }, { "x": 0.9350000023841858, "y": 0.12800000607967377, "width": 1, "height": 1 } ], "metadata": [ { "repr": "press home", "text": null }, { "repr": "scroll down", "text": null }, { "repr": "click GOOGLE", "text": null }, { "repr": "click Shopping", "text": null }, { "repr": "click X", "text": null }, { "repr": "type walmart", "text": "walmart" }, { "repr": "click walmart", "text": null }, { "repr": "click Walmart", "text": null }, { "repr": "click Walmart - Official Site -Walmarta", "text": null }, { "repr": "click Search everything at WalQ", "text": null }, { "repr": "type razer nari", "text": "razer nari" }, { "repr": "click ultimate", "text": null }, { "repr": "click + Add", "text": null }, { "repr": "click SHOPPING CART", "text": null } ] }
aitw_webshopping
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
false
open app "Instagram" (install if not already installed) and enter user name: "nobler@yahoo.com" and password: "foraging"
6540001190252127299:12
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aitw_install
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
false
Search for razer naga on ebay, select the first entry, add it to the cart, then select checkout.
4586165339915120203:18
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change notification settings in the gmail app
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aitw_googleapps
mobile
[ "scroll up", "status task complete", "click", "press enter", "scroll right", "scroll left", "type", "scroll down", "press back", "press home" ]
false
Install the Pandora app
14539358585900978585:5
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aitw_googleapps
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false
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aitw_googleapps
mobile
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true
Enter in the costco search bar: search for bose soundlink
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aitw_single
mobile
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true
open app "Viber Messenger"
3704142530703419847:6
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aitw_install
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Empty the shopping cart on newegg. Search for apple airpods pro on newegg, select the first entry, add it to the cart, then select checkout.
17041687441213171098:4
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aitw_webshopping
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false
End of preview. Expand in Data Studio

IDM-Multiple

IDM-Multiple is part of the IDMBench in AgentStudio for evaluating agent's ability to learn from Internet-scale videos without action labels. Specifically, this dataset requires VLMs to answer an action sequence within a video clip of screen recoding. Please note that this dataset is a test set rather than a training set. Therefore, please do not use it for training. More details are provided in the project page.

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