Standard trick is a beer trap - slugs are attracted to beer and drown. There's probably ready made beer traps (sans beer) in the local pound shop, but some kind of jar should work.

And of course it doesn't need to be good or fresh beer.

Wikipedia points to http://www.gardening-guru.co.uk/2010/04/11/slugs-traps-death-by-beer/