Apply corrections like ‘s/wrong/right’ on the (original) wrong word, by using overlays. Best explained in the sequence of screenshots below, showing irc chat on a channel:
A few fixes suggested by Tassilo Horn are shown on the picture below:
Source:
Save the file to a directory in your LoadPath and add (require 'rcirc-late-fix) to your InitFile.