Tags are not really per library. They're per book. The library only knows about tags because it has books in it that have them.
If your tags are a mess, especially from imported books, I'd suggest ignoring the default tags column (mostly) and make a new custom one. Then in the new custom tags column, you can carefully populate it, possibly by doing searches on the default tags column and then using bulk edit to add the custom tags.
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