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"text": "Locate the element: Learn more about results and reviews \"Cursor style - custom cursor for your browser\"",
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},
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{
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}
],
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{... | {
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}
],
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{
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... | {
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}
],
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},
{
"content": null,
"role": "assistant",... | {
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],
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},
{
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],
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{
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}
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},
{
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}
],
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},
{
"content": null,
"role": "assistant",
... | {
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}
],
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},
{
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"rol... | {
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{
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}
],
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},
{
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},
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[
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}
],
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},
{
"content": null,
"role": "assistant",
... | {
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},
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"split": "train",
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} | |
[
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}
],
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},
{
"content": null,
"role": "assistant",
... | {
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[
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{
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}
],
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},
{
"content": null,
"role": "assistant",
... | {
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},
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},
{
"content": null,
"role": "assistant",
... | {
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},
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[
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{
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{
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}
],
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},
{
"content": null,
"role": "assist... | {
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},
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} | |
[
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] | [
{
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{
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}
],
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},
{
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"role": "assist... | {
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},
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} | |
[
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{
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{
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}
],
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},
{
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"role": "assist... | {
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},
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} | |
[
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{
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}
],
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},
{
"content": null,
"role": "assistan... | {
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},
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"split": "train",
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} | |
[
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{
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{
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{
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}
],
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},
{
"content": null,
"role": "assista... | {
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},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
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{
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{
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},
{
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"text": "Locate the element: Files",
"type": "text"
}
],
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"tool_calls": null
},
{
"content": null,
"role": "assistant",
... | {
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},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
"1d07fd4c26d919583853a6e040a0727aaf37673c46770313b02382bd58f9b72c.png"
] | [
{
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{
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},
{
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"text": "Locate the element: Previous slide",
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}
],
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},
{
"content": null,
"role": "assis... | {
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},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
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{
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{
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{
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"text": "Locate the element: Show Applications",
"type": "text"
}
],
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"tool_calls": null
},
{
"content": null,
"role": "as... | {
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},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
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] | [
{
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{
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},
{
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"text": "Locate the element: Rhythmbox",
"type": "text"
}
],
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"tool_calls": null
},
{
"content": null,
"role": "assistant"... | {
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"source": "OS-Copilot/OS-Atlas-data",
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},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
"1d07fd4c26d919583853a6e040a0727aaf37673c46770313b02382bd58f9b72c.png"
] | [
{
"content": [
{
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"type": "image"
},
{
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"text": "Locate the element: Todoist for Chrome",
"type": "text"
}
],
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"tool_calls": null
},
{
"content": null,
"role": "a... | {
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},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
"1d07fd4c26d919583853a6e040a0727aaf37673c46770313b02382bd58f9b72c.png"
] | [
{
"content": [
{
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},
{
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"text": "Locate the element: Learn more about results and reviews \"Boxel Rebound\"",
"type": "text"
}
],
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"tool_calls": null
},
{... | {
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},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
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{
"content": [
{
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{
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"text": "Locate the element: Helix Fruit Jump Arcade Game",
"type": "text"
}
],
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"tool_calls": null
},
{
"content": null,
... | {
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"source": "OS-Copilot/OS-Atlas-data",
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},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
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{
"content": [
{
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},
{
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"text": "Locate the element: See more of the \"Extensions starter kit\" collection",
"type": "text"
}
],
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"tool_calls": null
},
{
... | {
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},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
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{
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{
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},
{
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"text": "Locate the element: Chrome Web Store logo chrome web store",
"type": "text"
}
],
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"tool_calls": null
},
{
"content": ... | {
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],
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},
{
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"role": "assistant",... | {
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{
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... | {
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... | {
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{
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],
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{
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"role": "... | {
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},
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],
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},
{
"content": null,
"role": "assistant",... | {
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{
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{
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{
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},
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{
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},
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{
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... | {
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},
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],
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{
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},
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}
],
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{
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"role": "a... | {
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},
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{
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}
],
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{
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"role":... | {
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},
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}
],
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},
{
"content": null,
"role": "assistant",
... | {
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},
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"split": "train",
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{
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}
],
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},
{
"content": null,
"role": "assistant",
... | {
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},
"platform": "desktop",
"split": "train",
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} | |
[
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{
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{
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}
],
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"tool_calls": null
},
{
"content": null,
"role": "assist... | {
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},
"platform": "desktop",
"split": "train",
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} | |
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{
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{
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"text": "Locate the element: Todoist for Chrome",
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}
],
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"tool_calls": null
},
{
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"role": "a... | {
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},
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{
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{
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}
],
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},
{
"content": null,
"role": "assistant",
... | {
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},
"platform": "desktop",
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{
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{
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{
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}
],
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},
{
"content": null,
"role": "assistant",
... | {
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},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
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{
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{
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"text": "Locate the element: Relaunch to update",
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}
],
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},
{
"content": null,
"role": "a... | {
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},
"platform": "desktop",
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{
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{
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{
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"text": "Locate the element: Bookmark this tab",
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}
],
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},
{
"content": null,
"role": "as... | {
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},
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{
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"role": "as... | {
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},
"platform": "desktop",
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{
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{
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],
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},
{
"content": null,
"role": "assis... | {
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},
"platform": "desktop",
"split": "train",
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} | |
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{
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{
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}
],
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{
"content": null,
"role": ... | {
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},
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"split": "train",
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} | |
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] | [
{
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},
{
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}
],
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},
{
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"rol... | {
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},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
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{
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},
{
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}
],
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},
{
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},
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"split": "train",
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} | |
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{
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},
{
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}
],
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},
{
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},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
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{
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{
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}
],
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"tool_calls": null
},
{
"content": null,
"role": "assistant",
... | {
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},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
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] | [
{
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},
{
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}
],
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},
{
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"role": "assistant",
... | {
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] | [
{
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},
{
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}
],
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},
{
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"role": "ass... | {
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},
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] | [
{
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{
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},
{
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"type": "text"
}
],
"role": "user",
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},
{
"cont... | {
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},
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"split": "train",
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] | [
{
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{
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},
{
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}
],
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"tool_calls": null
},
{
"content": null,
"role": "assistan... | {
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},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
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] | [
{
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{
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},
{
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"type": "text"
}
],
"role": "user",
"tool_calls": null
},
{
"content": null,
"rol... | {
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},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
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] | [
{
"content": [
{
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"type": "image"
},
{
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"text": "Locate the element: Sign in",
"type": "text"
}
],
"role": "user",
"tool_calls": null
},
{
"content": null,
"role": "assistant",
... | {
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"os": "ubuntu",
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"source": "OS-Copilot/OS-Atlas-data",
"source_id": "linux_splited.json:19:output_20240912_152854_original_screenshot_sub1.png"
},
"platform": "desktop",
"split": "train",
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} | |
[
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] | [
{
"content": [
{
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},
{
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"text": "Locate the element: Shopping",
"type": "text"
}
],
"role": "user",
"tool_calls": null
},
{
"content": null,
"role": "assistant",... | {
"others": {
"id": "os_atlas_linux_splited_92",
"os": "ubuntu",
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"source_id": "linux_splited.json:20:output_20240912_152854_original_screenshot_sub2.png"
},
"platform": "desktop",
"split": "train",
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} | |
[
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] | [
{
"content": [
{
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},
{
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"text": "Locate the element: Entertainment",
"type": "text"
}
],
"role": "user",
"tool_calls": null
},
{
"content": null,
"role": "assist... | {
"others": {
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"source_id": "linux_splited.json:20:output_20240912_152854_original_screenshot_sub2.png"
},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
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] | [
{
"content": [
{
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},
{
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}
],
"role": "user",
"tool_calls": null
},
{
"content": null,
"role": "assist... | {
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"source_id": "linux_splited.json:20:output_20240912_152854_original_screenshot_sub2.png"
},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
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] | [
{
"content": [
{
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},
{
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"text": "Locate the element: Learn more about results and reviews \"Cursor style - custom cursor for your browser\"",
"type": "text"
}
],
"role": "user",... | {
"others": {
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"source_id": "linux_splited.json:20:output_20240912_152854_original_screenshot_sub2.png"
},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
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] | [
{
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{
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},
{
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"text": "Locate the element: Cursor style - custom cursor for your browser",
"type": "text"
}
],
"role": "user",
"tool_calls": null
},
{
"con... | {
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"id": "os_atlas_linux_splited_96",
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"source": "OS-Copilot/OS-Atlas-data",
"source_id": "linux_splited.json:20:output_20240912_152854_original_screenshot_sub2.png"
},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
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{
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},
{
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}
],
"role": "user",
"tool_calls": null
},
{
"content": null,
"role": "as... | {
"others": {
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"source": "OS-Copilot/OS-Atlas-data",
"source_id": "linux_splited.json:21:output_20240912_152854_original_screenshot_sub2.png"
},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
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] | [
{
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},
{
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"text": "Locate the element: Learn more about results and reviews \"Better Canvas\"",
"type": "text"
}
],
"role": "user",
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},
{... | {
"others": {
"id": "os_atlas_linux_splited_98",
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"source": "OS-Copilot/OS-Atlas-data",
"source_id": "linux_splited.json:21:output_20240912_152854_original_screenshot_sub2.png"
},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} | |
[
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] | [
{
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},
{
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"text": "Locate the element: Learn more about results and reviews \"Boxel Rebound\"",
"type": "text"
}
],
"role": "user",
"tool_calls": null
},
{... | {
"others": {
"id": "os_atlas_linux_splited_99",
"os": "ubuntu",
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"source": "OS-Copilot/OS-Atlas-data",
"source_id": "linux_splited.json:22:output_20240912_152854_original_screenshot_sub3.png"
},
"platform": "desktop",
"split": "train",
"task_type": "grounding:bbox"
} |
End of preview. Expand in Data Studio
cua-lite/OS-Atlas
cua-lite preprocessed version of OS-Atlas (OS-Copilot/OS-Atlas-data). grounding:bbox across three platforms and five sub-sources: desktop (windows, linux, macos), mobile (amex), web (fineweb).
Origin
Load via datasets
from datasets import load_dataset
# entire dataset
ds = load_dataset("cua-lite/OS-Atlas")
# just one platform
ds = load_dataset("cua-lite/OS-Atlas", "desktop")
# just one (platform, task_type) cohort
ds = load_dataset("cua-lite/OS-Atlas", "desktop-grounding-bbox")
You can also filter by metadata.platform / metadata.task_type /
metadata.others.* after loading; every row carries a rich metadata
struct (see schema below).
Schema
Each row has these columns:
| column | type | notes |
|---|---|---|
image_ids |
list[string] | content-addressed ids (<sha256>.<ext>), enables cross-parquet / cross-dataset dedup |
images |
list[Image] | bytes embedded at HF push time; matches image_ids index-for-index |
messages |
list[struct] | OpenAI-style turns with role + structured content |
metadata |
struct | {platform, task_type, split, others{...}} |
Coordinate values in messages are normalized to [0, 1000] integers.
Layout
<platform>/<task_type>/<split>.parquet # single-variant cohort
<platform>/<task_type>/<split>/<variant>.parquet # multi-variant cohort
<platform>/<task_type>/<split>/shard-NNNNN-of-NNNNN.parquet # + sharded single-variant
<platform>/<task_type>/<split>/<variant>/shard-NNNNN-of-NNNNN.parquet # + sharded multi-variant
platform∈ {desktop, mobile, web}task_typedirectory uses a hyphen where the metadata value uses a colon:grounding-action/→grounding:actionsplit∈ {train, validation} —validationis an in-distribution held-out slice (never used in training);testis reserved for out-of-distribution benchmark datasets
Stats
| platform | task_type | variant | train | validation |
|---|---|---|---|---|
| desktop | grounding:bbox | linux | 42,327 | 817 |
| desktop | grounding:bbox | macos | 17,958 | 440 |
| desktop | grounding:bbox | windows | 1,073,175 | 2,000 |
| mobile | grounding:bbox | amex | 1,200,434 | 2,000 |
| mobile | grounding:bbox | aw | 88,078 | 1,753 |
| mobile | grounding:bbox | ricosca | 169,858 | 3,417 |
| mobile | grounding:bbox | uibert | 16,353 | 307 |
| mobile | grounding:bbox | widget | 99,425 | 2,000 |
| web | grounding:bbox | fineweb | 6,639,491 | 2,000 |
| web | grounding:bbox | seeclick | 2,112,523 | 2,000 |
Image storage
Images are content-addressed by SHA-256 and deduplicated within this repo.
The images column on HuggingFace embeds raw bytes so the Hub viewer
renders thumbnails and datasets.load_dataset works out of the box.
For local workflows (SFT export, cross-dataset dedup, split rebalancing),
run reverse.py
on a cloned repo: it extracts each unique image_id once to a shared
image_store/<hash[:2]>/<hash>.<ext> and rewrites the parquets to drop
the images column, so rows reference images by hash id only. The shared
store is reusable across datasets — the same image in two repos lands in
one file.
- Total unique images: 1,312,118
- Store size: 496.53 GB
Notes
Images are heavily reused: each screenshot is typically referenced by dozens of bbox labels. Content-addressed storage collapses this to a far smaller unique-image count than the ~3.58M row count suggests.
License & citation
See original dataset (OS-Copilot/OS-Atlas-data)
See https://huggingface.co/datasets/OS-Copilot/OS-Atlas-data
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