Of course, if you find a Karakoe MIDI player, it can show you the words too! Assuming the MIDI file has them, of course.

Did you know that my program HARMONY can automatically put the chord symbols, (e.g. as imported from abc or just edited in) instead of the words, into a MIDI file? Then you can use a Karaoke MIDI player to show them.