In the paradigm of "work/worked", "talk/talked", "jog/jogged" etc., the past tense of "go" is not "goed" but "went". This is an istance of suppletion: "goed" is unacceptable because of the presence of the suppletive form "went".
- Clark & Clark (2004), Pag. 166