"Others" includes everything else fail to fall into any other categories. This includes system files as well.
Mine is also huge and I am still looking for a chance to shrink it a bit but as long as free space is enough I don't want to mess up with it.
A few system files can be large, such as swap files (1GB each and OS X does not purge them automatically). And you may have some huge apps.