I can confirm this on AMD64; only pressing backspace gives me no icon
(while I'm in the text-entry field).
** Changed in: gnome-panel (Ubuntu)
Status: Unconfirmed => Confirmed
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Icon Preferences Dialogue Closes Too Much
https://launchpad.net/bugs/45112