I've always kept the tags in a separate table and then had a mapping table. Of course I've never done anything on a really large scale either.
Having a "tags" table and a map table makes it pretty trivial to generate tag clouds & such since you can easily put together SQL to get a list of tags with counts of how often each tag is used.