Hi @Trevor Westin ,
You can expand File Size to retrieve file size by following url
https://graph.microsoft.com/v1.0/sites/{site-id}/lists/{list-id}/items?expand=fields(select=FileLeafRef,File_x0020_Size)
Here is the document for refer
https://learn.microsoft.com/en-us/graph/api/listitem-list?view=graph-rest-1.0&tabs=http
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