I think it's similar in 2005 and 2008
In SSMS
Database -> Storage -> Full Text Catalogs -> right-click on the catalog -> Catalog size (also shows you # of rows)
For example, my AdventureWorks2008 "AW2008FullTextCatalog" catalog is only 0MB with little data full-text'ed