I don't personally like it either, and in my headcannon it never happened.

I think Rowling retconned this after the final book was released, saying Slughorn came back with a small army of slytherins to combat voldemort, to give slytherin a bit of positive exposure.

Not sure how that worked out specifically, but apparently it was a verified retcon.