Vertical Partitioning and Table Size

Hi,

I read in an article that by moving less-used columns to a separate table can help execute queries faster. My question is that if I'm selecting only a couple of columns in my query that I need at this moment, how does it matter if other columns in the same table have a lot of data in them?

Appreciated...