If you look at the stat description, it's purely to lower the duration.

Since you've been using potions, I wish to ask: does the -x reduce the initial duration by x or x%?

By that I mean, does Sleep Resistance +15 turn a 30 second Sleep into a 15 second Sleep, or a 25~ second Sleep?