When publishing to video captions look different (don't match player setting)

So, basically the issue is what the title of this post says. When publishing to LMS or Web the captions look normal and follow the player setting. When publishing to video, they look totally different. See attachments.

Is there a way for the video captions to match the player settings? I don't like how these video captions look.