How can I remove a suggestion from the Chrome address bar?

When the suggestion loads up, navigate to the URL suggestion you want to delete using or keys on keyboard and press Shift + Delete, it removes the wrong entry.

For Mac, it's Shift + fn +Delete


When the suggestions loads in suggestion box

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Navigate to the URL suggestion you want to delete using or keys on keyboard and press

Shift+Delete on a PC.
OR
Shift+FN+Delete on a Mac.
OR
Alt + Shift + Backspace on a Chromebook.

References -

  • Remove specific predictions
  • pcworld article