Hello! My name is Mustafa, I will be assisting you today
Note: This is a user-to-user support forum and I am a fellow user who doesn't work for Microsoft.
Yes if you log in to the same Gmail account in Chrome and have your bookmarks synchronized then all of them will come back. But for that make sure that you have the sync option turned on.
I have attached a screenshot of what it should look like.
Please let me know if you need further assistance.
Warm Regards,
Mustafa