Turn off search history on Chrome?

If I search for for example "lemon" in the address bar in Chrome on Android, days later if I start typing "L" it will show "lemon" in bold text as a suggestion. I have already gone to the Activity Controls and turned off everything there except "Device information". I simply can not find anything to turn off this behaviour, but surely there's got to be a setting for it??