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agent-studio
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IDM-Multiple

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instruction
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stringlengths
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12 values
platform
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3 values
action_space
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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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false
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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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=1769851664&Signature=Vmw8hZFB6IivZ-1-Kv4ASPCU97zihDvkaIMBM8DSjw1RdNMHPyv~sbg3XkRDfkSuUl5MUfoNSWs5S~wLDB34Wqot2QAxuSFNUl73dnzwHV2V9RulolW5OYeYF9sHp8IcFaJKA9iRyKelgYQZjhyHmDZ2ebKz7NO6ULbTHT~oxa6cuKVD5O5~ya-LJRf-TIudlSXU741XVIGDNnT5UUNyOf0dxmdb3PIj1sZc8z12xIBOBhuga0lkJHfFHCRPFZnYon6QfbnVpwG2bbdryfuOgcnzYu8bmoGAW7aFHfccu0ln85bgbQe3A1kHbG617O3ktep6rTGuHf8Ge1eAA9L3qw__&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=1769851664&Signature=nH88cd3SAi3316y6x2mP32-7LOR8BdvH2SHQarhp1BCtkEtQHIy3GajyyxbDO1J6GJu4DpB25uc9trlMDpUGuwR7WIJHzLpKd5zO82zXM5tOdF4WpnxHa-B743jyRyD6L0D0vJ2nMyRwaQyhJK~fIPqfqTZYvNOR6qveboERPh5MDf6oTsP4we0~ZT~UjJ7VFX1HNFpzE~QMO1ZaR7ZPw5ZFhLg5VmSGVuW8YikTM-auDSux8G9RXUx9SzdB7BKho5NF24zzxpuojo8fTGNboC4PXHEjX22ks~OF1grYOnmBcgKspM~31eVBef09GoAcFOwsQLlgA36UvfvHPq1YFA__&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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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
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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?
9016519521634241050:11
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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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aitw_webshopping
mobile
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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=1769851664&Signature=mnXE8njclyiXJYi2LWKBTa52XHZF7B-836FSv~xRXOjQuGL4MxahWIzmVg9hsH8bAn0mNFq0DVSRijJKZGclLzL1D~ypCoqrWkzX-XSbSOWvGenFuaXYjwIvzaMFDwBzf7exjKLk0haj-cnsmPDrYHcZ3okK7HPgI4AOTX~9vCBqJlusleWk5IY6tDL00Ov~D5S27ElMweiG66BkCATeYN425VRZKp751MSmdlV2kvuWByhN6ylI70sV1qLziI2GZwmU8kBAHgPu66-xWb2xY-Xv2cVfYJNYLA7z0YTr1ogAUJMya6ENdPuj~eMSNRxoOTC2ihMbuIvFVOvahWetpQ__&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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0.4359999895095825, "width": 1, "height": 1 }, null ], "metadata": [ { "repr": "press back", "text": null }, { "repr": "click 17", "text": null }, { "repr": "scroll down", "text": null }, { "repr": "click PERSON", "text": null }, { "repr": "click PLUS", "text": null }, { "repr": "click First name", "text": null }, { "repr": "type fbbf", "text": "fbbf" } ] }
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
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false
open app "Lyft - Rideshare, Bikes, Scooters & Transit"
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"https://datasets-server.huggingface.co/assets/agent-studio/IDM-Multiple/--/06b5b3877e12139a36e2f0b9362ebd1a7f147f19/--/default/train/28/actions/image-2f330533.jpg?Expires=1769851664&Signature=AN75nakdpZv6lxN4KQ4Dn59zqmzoAez7ILB7j8Aeizc-q61QtEvvEaaYEyJLEYuvFA24KeU0msocj6ynkte3V5EXzD3yEhdrPNZ8bPhvLGFAbpFtZ9svTwMVzqFHxitMtFMJxb7JT32Jj57bSiYJLofU~r2i~ZTF2VHCvqXIOSJXhsSBP92q3pW3biqNbpdWESR1l0Va~P0Tv-oegL1XL8iBf-UvxqDvJ1-6f8AtPCzEc48FUNhwL8uRREwGMja5iFK3uOX5ACjVNaKLsrqVuPMBg0eoHB3MQRT2Suhjbq-Yo0CmPsyJgCKuvo~63QzJcIdUYor-gAGaWvhieWTSVg__&Key-Pair-Id=K3EI6M078Z3AC3", "height": 1140, "width": 540 }, { "src": 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0.1860000044107437, "width": 1, "height": 1 }, { "x": 0.8550000190734863, "y": 0.1860000044107437, "width": 1, "height": 1 }, null, null, { "x": 0.4449999928474426, "y": 0.07800000160932541, "width": 1, "height": 1 } ], "metadata": [ { "repr": "click JUST ONCE", "text": null }, { "repr": "click JUST ONCE", "text": null }, { "repr": "scroll down", "text": null }, { "repr": "click PLAY", "text": null }, { "repr": "click PLAY", "text": null }, { "repr": "click Open", "text": null }, { "repr": "press back", "text": null }, { "repr": "press back", "text": null }, { "repr": "click Search for apps & games", "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
17978225801150197469:2
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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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Add razer blade to the cart on walmart.com, then select checkout.
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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
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false
Clear the cart on walmart. Add razer nari to the cart on walmart, then select checkout.
16107840053162730337:13
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"https://datasets-server.huggingface.co/assets/agent-studio/IDM-Multiple/--/06b5b3877e12139a36e2f0b9362ebd1a7f147f19/--/default/train/32/actions/image-345d055f.jpg?Expires=1769851664&Signature=lmWGvqHDqRTKbom9CzDTNLEEUT2uxzV2wWdx60B3z~ZPwV0YUKAUMW1WoeDkVm8nRoVZc5D17142a2ZV7LxlpZpMTmmlasVGXPtFr4pgnpGoqPEnOGXTi-011ITxWSQtpK2~teCD5S7GaTHqcuFDY893vSoV0ILfa8IH5tMwaYPhUGt3oE-6YqOMJoAAvryz-nb5bujcg3fQMdTgFq-hOVU4fTuHtFJRJ~Ir246wcFA3eieqeYvILI1y7Mh-F0MgTBnyZ6fNiA2ochQrCdNhm1he2nqSs0uqn2Jh3K-CouIxyY28Ux~IG8DJ3P5MxglE5nUiRmI2D6f4-HDM5H~s3A__&Key-Pair-Id=K3EI6M078Z3AC3", "height": 600, "width": 270 }, { "src": 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"https://datasets-server.huggingface.co/assets/agent-studio/IDM-Multiple/--/06b5b3877e12139a36e2f0b9362ebd1a7f147f19/--/default/train/32/actions/image-34610561.jpg?Expires=1769851664&Signature=WHGHOEcMeykZAaDPO7b0ziXywIViIiLCqprewpfFjW95I~XFXNPkBhYQqjaIgOOZIGEiDTgRIOHyAE6uaEu4Zbr~h7jIgiRXmoUOg2T~RnGPXsVAMIuZnGWTVNfvWISxVjLXZ2ZY~C6v-y~6UfmPPqNYCxcmgALKXkY2aTEbLMSqkskuEDaWy9u9Gg0GFTLtsHQyY2Mh7cjsHQuwvRuAWSa7h51YQWLSHRtO7q8ussfIGJG1IG0w7RefSbgTAG0exXDicuGqYdgfN4O~0dLnUAY9fmB18KdiWMUmgjUJM8bOrFBIubzBGpmkA8t6JI~~kSOq4kNyhR4kqCq1AEocyw__&Key-Pair-Id=K3EI6M078Z3AC3", "height": 600, "width": 270 }, { "src": "https://datasets-server.huggingface.co/assets/agent-studio/IDM-Multiple/--/06b5b3877e12139a36e2f0b9362ebd1a7f147f19/--/default/train/32/actions/image-34630562.jpg?Expires=1769851664&Signature=JzNgvN0SbVbI~pKshCggAxmXI0DjzDBVCZcNfvxmLeGxW3PgoTSN~7E~h3uEi2-nrvtZuVrN1G3UP0eNP5Y7DKAwd8ropdGOtCPGEkbVWrtgvkiJ9zgEoTSu05JVHgVMVO6tKzb80vQ~BUE0MhNpS71u3Q0W6s6vD0lXsdWOiL9mgfdyumHm~THqyMA5AI0uSjqymrGC9Ij58oDbjNPDwFrbYNMjL0gFDLWLAtC0D2rJlJFAjMzGMpeY1rMLINbASBjpwppgX~krFEfA~Yyu2AT~i6RW1i7P1UwB93WO~jYy7BAz0rDpMl46~3Lj6HzxCB-STOViLoA5DRl1M40KpQ__&Key-Pair-Id=K3EI6M078Z3AC3", "height": 600, "width": 270 } ], "operation": [ "press home", "scroll down", "click", "click", "click", "type", "click", "click", "click", "click", "type", "click", "click", "click" ], "bbox": [ null, null, { "x": 0.16699999570846558, "y": 0.6859999895095825, "width": 1, "height": 1 }, { "x": 0.4729999899864197, "y": 0.12399999797344208, "width": 1, "height": 1 }, { "x": 0.9169999957084656, "y": 0.06300000101327896, "width": 1, "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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"width": 1, "height": 1 }, { "x": 0.8320000171661377, "y": 0.16500000655651093, "width": 1, "height": 1 }, { "x": 0.847000002861023, "y": 0.1599999964237213, "width": 1, "height": 1 }, { "x": 0.5099999904632568, "y": 0.5860000252723694, "width": 1, "height": 1 }, { "x": 0.6940000057220459, "y": 0.39399999380111694, "width": 1, "height": 1 }, null, { "x": 0.4519999921321869, "y": 0.46299999952316284, "width": 1, "height": 1 } ], "metadata": [ { "repr": "press home", "text": null }, { "repr": "scroll down", "text": null }, { "repr": "click PLAY", "text": null }, { "repr": "press back", "text": null }, { "repr": "click Search for apps &...", "text": null }, { "repr": "type instagram", "text": "instagram" }, { "repr": "click instagram", "text": null }, { "repr": "click Install", "text": null }, { "repr": "click Open", "text": null }, { "repr": "click Log in", "text": null }, { "repr": "click Phone number, email or username", "text": null }, { "repr": "type nobler@yahoo.com", "text": "nobler@yahoo.com" }, { "repr": "click Log in", "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
Search for razer naga on ebay, select the first entry, add it to the cart, then select checkout.
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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" ]
true
change notification settings in the gmail app
15094973578952846734:5
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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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Enter in the costco search bar: search for bose soundlink
11158276984453764646.849-948.Enter in the costco search bar: search for bose soundlink:2
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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.
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aitw_webshopping
mobile
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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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