This is not a scientific answer, but we have our root url adaptive to the browser language. Eg.
www.supertext.ch
-> Either FR, EN or DE based on the browser
everything else is
www.supertext.ch/en/help
www.supertext.ch/de/hilfe
I would always translate the subdirectory. That helps in terms of SEO AND UX.