adjective: later, latter; latest, last. adverb: later; latest, last. But, it is not what you need, because it is not a verb. So be late, was late, were late.

Light, lighter, lightest late, later. latest

'too late' may be used, but 'to late' is unheard of.

btw 1st 2nd 3rd