How can I exclude the CVs I’ve already seen when using the CV search?

You can exclude the CVs you’ve already seen by using the Views on CV filter from the cluster and excluding the CVs that you already viewed.

Uncheck All filter and choose CVs not viewed to exclude viewed CVs.